{"id":"W4413674652","doi":"10.64628/aam.gndxf9thx","title":"Doctors are drowning in a tsunami of liver disease and cancer","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Liver cancer; Disease; Medicine; Cancer; Medical emergency; Internal medicine","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":[0.001373383,0.0003442024,0.0003415655,0.0007279245,0.009654383,0.00357992,0.0004835129,0.004553323,0.02395076],"category_scores_gemma":[0.01225719,0.0003271842,0.0005391784,0.0008476477,0.002493584,0.001747974,0.002447069,0.006461013,0.003864567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002649931,"about_ca_system_score_gemma":0.004304155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03691972,"about_ca_topic_score_gemma":0.05154809,"domain_scores_codex":[0.9987388,0.0004287244,0.00005298477,0.00007828222,0.000219401,0.0004818065],"domain_scores_gemma":[0.9958569,0.0005996882,0.0005170314,0.0001919698,0.0007199735,0.002114328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008331041,0.000574541,0.1007484,0.00048198,0.0002780817,0.02772532,0.2095235,0.0006183165,0.002405897,0.01216271,0.5913456,0.05330251],"study_design_scores_gemma":[0.0000872555,0.0006038766,0.1030091,0.0007477675,0.00009672756,0.00713487,0.5045879,0.000484759,0.0004375659,0.008539504,0.3741664,0.0001043045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.4563479,0.001925794,0.0007553241,0.4602999,0.01356267,0.00007346029,0.0008098002,0.0001148129,0.06611032],"genre_scores_gemma":[0.8757992,0.004081651,0.0008097442,0.0497129,0.00546397,0.00003813118,0.0005569418,0.00009137412,0.06344612],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03691972,"threshold_uncertainty_score":0.08012325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0971460938557924,"score_gpt":0.4482762363865072,"score_spread":0.3511301425307148,"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."}}