{"id":"W2127684830","doi":"10.1016/j.jaad.2004.04.031","title":"Melanoma detection in British Columbia, Canada","year":2004,"lang":"en","type":"article","venue":"Journal of the American Academy of Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of British Columbia","funders":"","keywords":"Medicine; Melanoma; Breslow Thickness; Melanoma diagnosis; Surgery; Dermatology; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007733103,0.00005422352,0.0004150099,0.00008494741,0.00003648694,0.000008613014,0.0001478474,0.00004230988,0.00002107231],"category_scores_gemma":[0.00008348379,0.00006060076,0.0001011259,0.0003123734,0.0001552734,0.00003123702,0.00003620299,0.0003925317,9.186126e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002780173,"about_ca_system_score_gemma":0.000252818,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4627217,"about_ca_topic_score_gemma":0.8038736,"domain_scores_codex":[0.9989787,0.00006830101,0.0004829101,0.00007842694,0.0002362571,0.0001553883],"domain_scores_gemma":[0.9991116,0.0000343301,0.0006764771,0.00006842562,0.00003584044,0.00007335556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009370629,0.0006869495,0.7251779,0.0003146074,0.0008738021,0.006808817,0.0003274722,0.0006183982,0.05259403,0.00006786884,0.01711012,0.194483],"study_design_scores_gemma":[0.002214445,0.00028647,0.8212281,0.0001563969,0.0001163312,0.1375737,0.0006701787,0.00002231507,0.0116562,0.0003811077,0.0255842,0.0001105151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884667,0.0001302004,0.00005918413,0.0108309,0.0002131558,0.0001151362,0.000001532692,0.000004437583,0.0001787929],"genre_scores_gemma":[0.9972122,0.00009685092,0.0001582627,0.002345291,0.00004834435,0.00000143058,9.292732e-8,0.000008366626,0.0001291831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3411519,"threshold_uncertainty_score":0.5408561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006631299919919362,"score_gpt":0.2367427591198681,"score_spread":0.2301114591999488,"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."}}