{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000816939,0.0001091896,0.0003372956,0.0001339267,0.0006805613,0.000004885477,0.0001880736,0.00004567595,0.002232612],"category_scores_gemma":[0.0000274205,0.00009192347,0.0001888204,0.000183869,0.000006966978,0.00006290206,0.0002393444,0.0007991985,0.000201308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006333533,"about_ca_system_score_gemma":0.0003454894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000186867,"about_ca_topic_score_gemma":0.0000135491,"domain_scores_codex":[0.9969774,0.0008417494,0.0008444294,0.0001264728,0.0008466574,0.0003632407],"domain_scores_gemma":[0.9984488,0.000201017,0.0005430089,0.0002079685,0.0001633354,0.0004358178],"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":[0.0004879404,0.0001897715,0.04987194,0.0001348307,0.0001309276,0.00003793423,0.02906713,0.0003314795,0.0008100711,0.0001423232,0.9003529,0.01844278],"study_design_scores_gemma":[0.0003974581,0.000943694,0.003080431,0.0001383443,0.00002966926,0.000001606981,0.02305943,0.000002602871,0.0001070612,0.0002224808,0.9719244,0.00009283288],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837669,0.0007331565,0.00003535383,0.003666609,0.008473652,0.0007043338,0.0003306711,0.00001152494,0.002277771],"genre_scores_gemma":[0.9851141,0.00003557649,0.001819114,0.01076346,0.001468769,0.0001329556,0.00007685686,0.00002374961,0.0005654055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07157152,"threshold_uncertainty_score":0.9986795,"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."}}