{"id":"W4280539365","doi":"10.1016/j.cardfail.2022.04.007","title":"From Patient to Agent","year":2022,"lang":"en","type":"article","venue":"Journal of Cardiac Failure","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002246646,0.0005719257,0.0005848196,0.001992465,0.001990012,0.005946808,0.001078289,0.00139964,0.1760704],"category_scores_gemma":[0.01305915,0.0005076099,0.0004269292,0.0008129454,0.0006670812,0.007061826,0.00490626,0.002607809,0.06374095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180664,"about_ca_system_score_gemma":0.002192372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002363171,"about_ca_topic_score_gemma":0.003110436,"domain_scores_codex":[0.9962136,0.00110405,0.0003017237,0.0005808997,0.001388805,0.0004109373],"domain_scores_gemma":[0.9929581,0.001301109,0.0004682006,0.001184707,0.002539926,0.001548027],"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":[0.0001544956,0.0002093375,0.007037024,0.0002393445,0.00004078306,0.001122437,0.002233083,0.0002632789,0.001220896,0.1043747,0.6864127,0.196692],"study_design_scores_gemma":[0.00001704711,0.00004807457,0.0008692827,0.0001155071,0.00001862409,0.0006471244,0.0006169589,0.0003921317,0.0006492063,0.006751611,0.9898565,0.00001797049],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.005545521,0.0008810865,0.01719605,0.01899798,0.003461719,0.0003611509,0.002447509,0.002661112,0.9484479],"genre_scores_gemma":[0.1510797,0.001942096,0.01929896,0.01407503,0.003071183,0.0003239974,0.00290501,0.001881327,0.8054227],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1760704,"threshold_uncertainty_score":0.5890141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09010676266340609,"score_gpt":0.3818171168982814,"score_spread":0.2917103542348753,"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."}}