{"id":"W4386594917","doi":"10.1097/cmr.0000000000000922","title":"Recent advances of artificial intelligence in melanoma clinical practice","year":2023,"lang":"en","type":"article","venue":"Melanoma Research","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"Melanoma; Clinical Practice; Melanoma diagnosis; Artificial intelligence; Computer science; Medicine; Medical practice; Intensive care medicine; Cancer research","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":[],"consensus_categories":[],"category_scores_codex":[0.006957919,0.000698294,0.0006857792,0.003669164,0.0004022781,0.003504788,0.001399272,0.001754461,0.004411032],"category_scores_gemma":[0.02135749,0.0003078123,0.0006883223,0.00302246,0.001961966,0.002871292,0.001344402,0.002480558,0.001243135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001875779,"about_ca_system_score_gemma":0.002470212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002060053,"about_ca_topic_score_gemma":0.002192339,"domain_scores_codex":[0.9961128,0.002052302,0.0003599699,0.0003292748,0.001021142,0.0001246737],"domain_scores_gemma":[0.9769115,0.01680651,0.001117583,0.0007704052,0.003569274,0.0008246252],"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":[0.0001018284,0.0001402483,0.00453888,0.00269839,0.000121627,0.0002054821,0.0003434098,0.004032481,0.0006959115,0.03503465,0.0243434,0.9277437],"study_design_scores_gemma":[0.00009601687,0.0005191455,0.01346587,0.007831547,0.0002604586,0.001865614,0.001038207,0.02711224,0.001894945,0.1765052,0.7692487,0.0001620533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007714272,0.8314096,0.04395074,0.0550016,0.002829435,0.000150372,0.0001367695,0.0003049923,0.05850217],"genre_scores_gemma":[0.1264031,0.7728776,0.07608642,0.01082171,0.007973364,0.0001887,0.0002757945,0.00009273097,0.005280544],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006957919,"threshold_uncertainty_score":0.0367974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.187291525296963,"score_gpt":0.4900793010951836,"score_spread":0.3027877757982205,"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."}}