{"id":"W4402816161","doi":"10.1007/s13187-024-02508-8","title":"Didactic Instruction’s Impact on Medicolegal Quality of Radiation Oncology Resident Physician Documentation","year":2024,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Documentation; Medicine; Family medicine; Grading (engineering); Rubric; Cornerstone; Medical education; MEDLINE; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007998609,0.0001182582,0.0003154163,0.0004177376,0.0002021681,0.00002221294,0.0001909484,0.0001419465,0.0003908032],"category_scores_gemma":[0.0004474369,0.00009656567,0.0001336299,0.0004140638,0.00004583897,0.000865421,0.00002186452,0.0007650311,0.00002460172],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004434545,"about_ca_system_score_gemma":0.008648031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00329502,"about_ca_topic_score_gemma":0.0002998064,"domain_scores_codex":[0.9963852,0.001328322,0.001422177,0.0001381807,0.0005453758,0.0001807986],"domain_scores_gemma":[0.9957215,0.001101776,0.00193281,0.0002838897,0.0008282931,0.0001317654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009657158,0.0003438903,0.09152002,0.001301218,0.0002334372,7.228174e-7,0.04845238,0.0004449807,0.001668513,0.006497423,0.02579211,0.8227796],"study_design_scores_gemma":[0.001661202,0.001012638,0.9101648,0.00272535,0.0001576836,0.000006407543,0.03543251,0.0002089631,0.001318027,0.005449344,0.04167043,0.0001925946],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631115,0.008827263,0.00008606051,0.01426002,0.01078474,0.0005976221,0.00002557774,0.00002400567,0.002283268],"genre_scores_gemma":[0.9956655,0.001413175,0.0001943702,0.00081625,0.001563227,0.000131806,0.00003067351,0.00001841456,0.0001665948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.822587,"threshold_uncertainty_score":0.9993873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1405584591095114,"score_gpt":0.607298233460652,"score_spread":0.4667397743511407,"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."}}