{"id":"W4206157653","doi":"10.1038/labinvest.2008.135","title":"Dermatopathology","year":2009,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006730311,0.00005843766,0.00008303569,0.00007396917,0.00004165405,0.00001020671,0.00002123977,0.00004666053,0.00006956932],"category_scores_gemma":[0.00004364069,0.0000561683,0.00001776172,0.0002043876,0.00003046288,0.00005101687,0.000004111957,0.00007001052,0.0001566507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003552927,"about_ca_system_score_gemma":0.00004282339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.427786e-7,"about_ca_topic_score_gemma":0.000001187893,"domain_scores_codex":[0.9995687,0.00002608956,0.0001105885,0.0001128772,0.0000931162,0.00008864347],"domain_scores_gemma":[0.9996604,0.000005075081,0.00003493849,0.0001410612,0.00006681534,0.00009168866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001062525,0.0001482412,0.0312604,0.00007159059,0.00003030777,0.0006614933,0.0008686496,0.0000211849,0.8714773,0.03744601,0.03467596,0.02323263],"study_design_scores_gemma":[0.001985727,0.001062379,0.4287416,0.00008160705,0.00014872,0.00115228,0.0002935901,0.0007259991,0.2499862,0.009787008,0.3056316,0.0004032537],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862569,0.00005707925,0.000277052,0.00544814,0.0001681198,0.0001717742,0.000001403976,0.0002067326,0.007412801],"genre_scores_gemma":[0.9838404,0.000006784613,0.00112614,0.0143525,0.0001015976,0.000005030841,0.00001335535,0.000005053917,0.0005491461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6214911,"threshold_uncertainty_score":0.2290477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0113663771406388,"score_gpt":0.2437681262946516,"score_spread":0.2324017491540128,"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."}}