{"id":"W4255261866","doi":"10.1038/modpathol.2010.11","title":"Dermatopathology","year":2010,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Queen's University; University Health Network; Centre Hospitalier Universitaire Sainte-Justine; Sunnybrook Health Science Centre","funders":"","keywords":"Dermatopathology; Pathology; Medicine; 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":[0.0001016656,0.00008925492,0.0001729708,0.0001073425,0.00004912362,0.000005900288,0.0000548974,0.0001351858,0.0004851191],"category_scores_gemma":[0.00004888224,0.0000802986,0.00005720037,0.00005211304,0.00008421887,0.00001690747,0.00004988054,0.0002935573,0.0004348407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009884098,"about_ca_system_score_gemma":0.00001943593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000248261,"about_ca_topic_score_gemma":0.00003246565,"domain_scores_codex":[0.9993312,0.00002392691,0.0001340298,0.0002321018,0.00007302716,0.0002057509],"domain_scores_gemma":[0.9994865,0.00001422916,0.00003114363,0.0003463475,0.00003428745,0.00008751213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000113202,0.0002010899,0.01491346,0.00003101527,0.00002032075,0.007908289,0.0004101123,0.000003439623,0.8895128,0.004949158,0.001899981,0.08003712],"study_design_scores_gemma":[0.004703255,0.001073348,0.1424472,0.00001535046,0.0002639016,0.308015,0.0001515425,0.007125136,0.04219572,0.01692993,0.4763813,0.0006983586],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9539479,0.00002919931,0.007985525,0.001767556,0.0008962814,0.0001763285,0.000001496445,0.0001846558,0.03501108],"genre_scores_gemma":[0.9907683,0.000007150662,0.002293895,0.002618045,0.0001437731,0.00002243962,0.000006824027,0.00001680875,0.004122779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8473171,"threshold_uncertainty_score":0.5589142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009939364195758723,"score_gpt":0.2510321872816788,"score_spread":0.2410928230859201,"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."}}