{"id":"W2151073109","doi":"10.1002/path.4632","title":"Cross‐species models of human melanoma","year":2015,"lang":"en","type":"review","venue":"The Journal of Pathology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Wellcome; Medical Research Council; Medical Research Council Canada; European Research Council; Cancer Research UK; Wellcome Trust","keywords":"Melanoma; Biology; Cancer research","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001425675,0.0002068709,0.00176765,0.000312433,0.00004901809,0.000008236168,0.0003069628,0.0001995777,0.0002097028],"category_scores_gemma":[0.00006359092,0.0001109798,0.0004768637,0.0001356322,0.0002184992,0.00003214048,0.0001076921,0.0005456026,0.00002295221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001126094,"about_ca_system_score_gemma":0.0001894699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003836398,"about_ca_topic_score_gemma":0.000003333073,"domain_scores_codex":[0.9980794,0.0003411818,0.001004653,0.00009815316,0.0003133009,0.0001632932],"domain_scores_gemma":[0.9977786,0.00009154997,0.001323938,0.0003904758,0.0003221153,0.00009330712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004097276,0.0004386858,0.0000147128,0.01253974,0.001491815,0.007420319,0.001517029,0.00005164245,0.000286583,0.003375517,0.01238742,0.9600668],"study_design_scores_gemma":[0.0005088496,0.001400108,0.00001190097,0.001715906,0.002370142,0.04701933,0.0001078927,0.000003257817,0.0000096606,0.0006552053,0.9460991,0.00009863709],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001090612,0.986402,0.0001923975,0.00006293765,0.0005683355,0.0003159341,0.000009348313,0.000009498818,0.01134896],"genre_scores_gemma":[0.001142882,0.9896992,0.0000938885,0.00005134248,0.0004517405,0.000002648345,0.000004643876,0.00003065712,0.008523019],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9599681,"threshold_uncertainty_score":0.4525625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1188246300208563,"score_gpt":0.3795653360986515,"score_spread":0.2607407060777951,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}