{"id":"W4311607112","doi":"10.36834/cmej.76145","title":"Bearer of bad news","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.01390991,0.001093462,0.001873444,0.002821842,0.008219008,0.01646275,0.002320432,0.020965,0.06021146],"category_scores_gemma":[0.08802328,0.0006414941,0.001201801,0.002031144,0.009164166,0.008742264,0.004355102,0.0358103,0.0340868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006779319,"about_ca_system_score_gemma":0.01497366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0238909,"about_ca_topic_score_gemma":0.04179092,"domain_scores_codex":[0.9851597,0.002633324,0.000695893,0.001235843,0.00795415,0.002321072],"domain_scores_gemma":[0.9400046,0.01306302,0.002636125,0.003780933,0.02141266,0.01910258],"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":[0.00002400414,0.00001023433,0.0001476049,0.00002699566,0.00001067135,0.00009468096,0.00008954362,0.000008402908,0.00003154532,0.003675915,0.9895899,0.006290617],"study_design_scores_gemma":[0.00001878518,0.00001288794,0.0004043313,0.0001687428,0.00001012523,0.0001181644,0.0004758638,0.00002641702,0.00003416302,0.003792543,0.9949166,0.00002140595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003473743,0.008674921,0.0001542588,0.8118017,0.1535659,0.00001200879,0.0001404938,0.0001082972,0.02519502],"genre_scores_gemma":[0.01052171,0.007733479,0.0003264097,0.7856801,0.1177223,0.00002479954,0.0001844177,0.0002471946,0.07755965],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06021146,"threshold_uncertainty_score":0.2014273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02128977708948443,"score_gpt":0.3558538877241102,"score_spread":0.3345641106346258,"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."}}