{"id":"W4251479140","doi":"10.1503/cmaj.140008","title":"Dermoscopy","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Dermatology; Medicine; Visualization; Optometry; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000683807,0.0007967413,0.0007642002,0.001889686,0.0009627572,0.001437692,0.0007924168,0.00143086,0.08499491],"category_scores_gemma":[0.003845378,0.0004549738,0.0007547971,0.0007311232,0.0005061031,0.001256772,0.0012299,0.002149018,0.04791389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004722635,"about_ca_system_score_gemma":0.0007235514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001651057,"about_ca_topic_score_gemma":0.001595516,"domain_scores_codex":[0.9988449,0.000167717,0.00008073107,0.0002567993,0.0005600345,0.00008990541],"domain_scores_gemma":[0.9986404,0.0002969199,0.0001050598,0.0002696485,0.0005602716,0.0001277564],"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":[0.0005666338,0.0003201127,0.008425957,0.001298293,0.0001020352,0.004883721,0.0004185255,0.0006872538,0.07760072,0.00595705,0.1888179,0.7109219],"study_design_scores_gemma":[0.00007588037,0.0003259156,0.01219207,0.001014739,0.00007398157,0.04535348,0.0002777179,0.001531253,0.02871155,0.003384259,0.9069705,0.00008872912],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.04718493,0.03908176,0.178164,0.008536297,0.004504629,0.001826184,0.006519219,0.01174934,0.7024336],"genre_scores_gemma":[0.3269894,0.02681322,0.1131887,0.01125588,0.001491262,0.0007751854,0.005326278,0.002604436,0.5115556],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.08499491,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005048396064545451,"score_gpt":0.2243097521226521,"score_spread":0.2192613560581066,"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."}}