{"id":"W1756972032","doi":"10.36834/cmej.36569","title":"Improving Family Medicine Residents’ Written Communication","year":2012,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Referral; Communication skills; Medical education; Medicine; Family medicine; Self-assessment; Psychology; Computer science; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002206653,0.0002822401,0.0002188163,0.0003560555,0.0003476203,0.0003373432,0.0003757196,0.0003535781,0.002661824],"category_scores_gemma":[0.01650242,0.0000876072,0.0001277634,0.0001260457,0.0002070132,0.0003265404,0.0005103092,0.000323282,0.0004576199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002958567,"about_ca_system_score_gemma":0.001427519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006595659,"about_ca_topic_score_gemma":0.001053737,"domain_scores_codex":[0.998722,0.000679937,0.00008592672,0.00007460446,0.0003380956,0.00009938221],"domain_scores_gemma":[0.9946951,0.002084899,0.001181608,0.0002308566,0.001274451,0.0005330002],"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":[0.0004976996,0.006849952,0.09004892,0.0008436181,0.0000380716,0.0003394094,0.004696721,0.0006207892,0.01376004,0.0000837087,0.00738502,0.8748361],"study_design_scores_gemma":[0.0008380265,0.02577212,0.8878878,0.000874181,0.0001621936,0.003624883,0.004868221,0.005592899,0.04632552,0.0006245414,0.02333183,0.00009774787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946492,0.0002157326,0.00207398,0.0006427506,0.00002756995,0.0001997192,0.00002022237,0.0001607762,0.00200991],"genre_scores_gemma":[0.9766263,0.0003309967,0.02025124,0.0003101483,0.00007067862,0.0002870754,0.00006420784,0.00001058523,0.002048674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002661824,"threshold_uncertainty_score":0.01167005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02367287586436851,"score_gpt":0.3443816431789858,"score_spread":0.3207087673146173,"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."}}