{"id":"W3110104482","doi":"10.36834/cmej.69750","title":"Physician engagement in regularly scheduled rounds","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003650384,0.00009077443,0.0001840392,0.0001794848,0.0001128385,0.0000464893,0.0001339022,0.00009572069,0.01433641],"category_scores_gemma":[0.00643422,0.00007526905,0.00006851941,0.0003264451,0.00003978776,0.00009723391,0.00001076322,0.0008242134,0.0001107073],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003522277,"about_ca_system_score_gemma":0.0349052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001583817,"about_ca_topic_score_gemma":0.002670709,"domain_scores_codex":[0.9987972,0.00006390674,0.0002827628,0.0001345536,0.0004451795,0.0002764302],"domain_scores_gemma":[0.9889939,0.00001712966,0.00004713082,0.0001017781,0.0001088303,0.01073118],"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":[0.00005701882,0.0005310502,0.07294901,0.0001041838,0.0000933992,0.001090313,0.006189883,0.00000398747,0.000168241,0.005693351,0.3678097,0.5453098],"study_design_scores_gemma":[0.001617939,0.0002724809,0.1303397,0.0004308649,0.00003672056,0.0002719184,0.004657632,0.0004963197,0.00003745972,0.0004051522,0.8612313,0.0002024606],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3973188,0.0006268626,0.00006246255,0.5896878,0.0007857954,0.000181515,0.000001331932,0.00001508491,0.01132039],"genre_scores_gemma":[0.8263524,0.00004572453,0.0006770553,0.1710702,0.001170041,0.000005956365,0.000008698324,0.00001252259,0.000657333],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5451074,"threshold_uncertainty_score":0.9865646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01880579539512855,"score_gpt":0.3027553712352364,"score_spread":0.2839495758401078,"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."}}