{"id":"W3204058705","doi":"10.2196/21074","title":"Can artificial Intelligence Support Clinical Decision Making in the Management of Hepatocellular Carcinoma Patients? (Preprint)","year":2020,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Preprint; Hepatocellular carcinoma; Medicine; Computer science; Internal medicine; World Wide Web","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":[0.006334018,0.0004353373,0.0008024238,0.001822959,0.0006094653,0.005024841,0.0006892558,0.001256673,0.008423064],"category_scores_gemma":[0.08831654,0.0001790759,0.0008691516,0.001578694,0.0007823969,0.00203239,0.0008749123,0.002196079,0.001402808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035218,"about_ca_system_score_gemma":0.002215884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004174022,"about_ca_topic_score_gemma":0.004432395,"domain_scores_codex":[0.9962826,0.00274012,0.0002279706,0.0001550389,0.0004326591,0.0001616827],"domain_scores_gemma":[0.9673052,0.02618987,0.002342998,0.0008855372,0.002376808,0.0008995425],"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":[0.002878488,0.001043694,0.09954279,0.002340616,0.001421213,0.0005669662,0.0009917211,0.01534392,0.0005262758,0.01239613,0.09529198,0.7676561],"study_design_scores_gemma":[0.002329885,0.002433454,0.152636,0.009799588,0.003119582,0.001494908,0.009102822,0.1956959,0.004041521,0.4564509,0.1623038,0.000591646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2025612,0.07041812,0.02923284,0.5865216,0.01155968,0.0005081081,0.003956231,0.0009470781,0.0942952],"genre_scores_gemma":[0.9302646,0.02096443,0.02930333,0.01039784,0.00543263,0.0001382295,0.001232456,0.00006430125,0.00220217],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008423064,"threshold_uncertainty_score":0.03349793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1325436933912452,"score_gpt":0.3607192703944718,"score_spread":0.2281755770032266,"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."}}