{"id":"W4233442179","doi":"10.1038/labinvest.2012.31","title":"Dermatopathology","year":2012,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Dermatopathology; Medicine; Pathology; Dermatology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000321174,0.0005165031,0.0002137493,0.001918837,0.0009474904,0.001225417,0.0004984112,0.0009412151,0.1450223],"category_scores_gemma":[0.001030189,0.000210392,0.0003016418,0.0008063975,0.0005785823,0.0007959245,0.0008820523,0.001144478,0.04426904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005157782,"about_ca_system_score_gemma":0.000527257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005590783,"about_ca_topic_score_gemma":0.001145356,"domain_scores_codex":[0.9997326,0.00005303132,0.00002176301,0.00005022624,0.00009022755,0.00005215635],"domain_scores_gemma":[0.9995276,0.00006154997,0.00004216304,0.0001128253,0.0001585521,0.00009732479],"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":[0.0002262244,0.0002759521,0.01847751,0.0007640744,0.000058975,0.05796967,0.0004610657,0.000181873,0.03740468,0.0223649,0.3057179,0.5560971],"study_design_scores_gemma":[0.00002221377,0.00004667809,0.009962857,0.0003576282,0.00002318501,0.1447236,0.0002157976,0.0001774449,0.00458943,0.005071007,0.8347986,0.00001161941],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03123215,0.01924049,0.008362376,0.009806373,0.003249483,0.0002477126,0.0007990123,0.001130433,0.9259319],"genre_scores_gemma":[0.2421605,0.01615313,0.0104057,0.009398965,0.004318527,0.0001201215,0.001231096,0.0003364016,0.7158756],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8549777,"threshold_uncertainty_score":0.485148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0168100822005601,"score_gpt":0.2502085328435292,"score_spread":0.2333984506429691,"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."}}