app.gainforest.evaluator.evaluation

gainforest.earth

Samples

3 randomly sampled records from the AT Protocol firehose

app.gainforest.evaluator.evaluation (1 sample) 
{
  "$type": "app.gainforest.evaluator.evaluation",
  "method": {
    "name": "GainForest duplicate-photo scanner",
    "version": "2.0.0",
    "references": [
      "https://github.com/GainForest/gainforest-explorer"
    ],
    "modelCheckpoint": "Xenova/clip-vit-base-patch32"
  },
  "result": {
    "$type": "app.gainforest.evaluator.defs#dataQualityResult",
    "flags": [
      {
        "field": "associatedMedia",
        "issue": "Image content is near-identical to another observation's photo.",
        "severity": "info"
      }
    ],
    "remarks": "Automated image-similarity signal for moderator review. Not a determination that either observation is invalid."
  },
  "subjects": [
    {
      "cid": "bafyreicm2zqepn746kvj4j5z6lpg4dc5k4ae63mlths33vkebgfnk5fwc4",
      "uri": "at://did:plc:hardy3ei5trvcw5mjeglathd/app.gainforest.dwc.occurrence/obs-1787867037731-f9cc692e"
    },
    {
      "cid": "bafyreidbagpxlqnd6waa7l4dwj7fivqf4x2kdtlnjqrywe5qycf2kjjpw4",
      "uri": "at://did:plc:hardy3ei5trvcw5mjeglathd/app.gainforest.dwc.occurrence/obs-1787867056315-fa24e9c5"
    }
  ],
  "createdAt": "2026-08-28T09:58:28.317Z",
  "confidence": 1000,
  "evaluationType": "duplicate-detection",
  "dynamicProperties": "{\"marker\":\"dup-VERIFYONLY000000000000\",\"reason\":\"phash\",\"phashDist\":0,\"cosine\":1}"
}

did:plc:cpoagodpqrgs4t7thi5z37uf | at://did:plc:cpoagodpqrgs4t7thi5z37uf/app.gainforest.evaluator.evaluation/3mu53zc7tdx2m

app.gainforest.dwc.occurrence (nested within app.gainforest.evaluator.evaluation) (1 sample) 
{
  "$type": "app.gainforest.evaluator.evaluation",
  "method": {
    "name": "GainForest duplicate-photo scanner",
    "version": "2.0.0",
    "references": [
      "https://github.com/GainForest/gainforest-explorer"
    ],
    "modelCheckpoint": "Xenova/clip-vit-base-patch32"
  },
  "result": {
    "$type": "app.gainforest.evaluator.defs#dataQualityResult",
    "flags": [
      {
        "field": "associatedMedia",
        "issue": "Image content is near-identical to another observation's photo.",
        "severity": "info"
      }
    ],
    "remarks": "Automated image-similarity signal for moderator review. Not a determination that either observation is invalid."
  },
  "subjects": [
    {
      "cid": "bafyreicm2zqepn746kvj4j5z6lpg4dc5k4ae63mlths33vkebgfnk5fwc4",
      "uri": "at://did:plc:hardy3ei5trvcw5mjeglathd/app.gainforest.dwc.occurrence/obs-1787867037731-f9cc692e"
    },
    {
      "cid": "bafyreidbagpxlqnd6waa7l4dwj7fivqf4x2kdtlnjqrywe5qycf2kjjpw4",
      "uri": "at://did:plc:hardy3ei5trvcw5mjeglathd/app.gainforest.dwc.occurrence/obs-1787867056315-fa24e9c5"
    }
  ],
  "createdAt": "2026-08-28T09:58:28.317Z",
  "confidence": 1000,
  "evaluationType": "duplicate-detection",
  "dynamicProperties": "{\"marker\":\"dup-VERIFYONLY000000000000\",\"reason\":\"phash\",\"phashDist\":0,\"cosine\":1}"
}

did:plc:cpoagodpqrgs4t7thi5z37uf | at://did:plc:cpoagodpqrgs4t7thi5z37uf/app.gainforest.evaluator.evaluation/3mu53zc7tdx2m

app.gainforest.evaluator.defs (nested within app.gainforest.evaluator.evaluation) (1 sample) 
{
  "$type": "app.gainforest.evaluator.evaluation",
  "method": {
    "name": "GainForest duplicate-photo scanner",
    "version": "2.0.0",
    "references": [
      "https://github.com/GainForest/gainforest-explorer"
    ],
    "modelCheckpoint": "Xenova/clip-vit-base-patch32"
  },
  "result": {
    "$type": "app.gainforest.evaluator.defs#dataQualityResult",
    "flags": [
      {
        "field": "associatedMedia",
        "issue": "Image content is near-identical to another observation's photo.",
        "severity": "info"
      }
    ],
    "remarks": "Automated image-similarity signal for moderator review. Not a determination that either observation is invalid."
  },
  "subjects": [
    {
      "cid": "bafyreicm2zqepn746kvj4j5z6lpg4dc5k4ae63mlths33vkebgfnk5fwc4",
      "uri": "at://did:plc:hardy3ei5trvcw5mjeglathd/app.gainforest.dwc.occurrence/obs-1787867037731-f9cc692e"
    },
    {
      "cid": "bafyreidbagpxlqnd6waa7l4dwj7fivqf4x2kdtlnjqrywe5qycf2kjjpw4",
      "uri": "at://did:plc:hardy3ei5trvcw5mjeglathd/app.gainforest.dwc.occurrence/obs-1787867056315-fa24e9c5"
    }
  ],
  "createdAt": "2026-08-28T09:58:28.317Z",
  "confidence": 1000,
  "evaluationType": "duplicate-detection",
  "dynamicProperties": "{\"marker\":\"dup-VERIFYONLY000000000000\",\"reason\":\"phash\",\"phashDist\":0,\"cosine\":1}"
}

did:plc:cpoagodpqrgs4t7thi5z37uf | at://did:plc:cpoagodpqrgs4t7thi5z37uf/app.gainforest.evaluator.evaluation/3mu53zc7tdx2m

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