{"id":"W4396515306","doi":"10.36834/cmej.78845","title":"A few suggestions based on “The Choice! The challenges of trying to improve medical students’ satisfaction with their specialty choices”","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Medical Education and Admissions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Specialty; Computer science; Medical education; Psychology; Family medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01991402,0.00115644,0.001042809,0.001300588,0.006896944,0.004631958,0.003102827,0.01686381,0.04661186],"category_scores_gemma":[0.141552,0.0007773445,0.002612409,0.001114927,0.005431009,0.00844019,0.005341474,0.02350038,0.0150493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00515098,"about_ca_system_score_gemma":0.02361321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0120024,"about_ca_topic_score_gemma":0.0506462,"domain_scores_codex":[0.9688006,0.01583379,0.002885259,0.001269449,0.008730138,0.002480703],"domain_scores_gemma":[0.8349014,0.04277537,0.008936756,0.004443644,0.07949596,0.02944688],"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":[0.0000605257,0.0002054751,0.001675071,0.0004652914,0.00003159289,0.0002742448,0.001872401,0.00006623074,0.0004347411,0.003038462,0.9488212,0.04305482],"study_design_scores_gemma":[0.0002262101,0.0002622137,0.00571542,0.002807031,0.00007650753,0.000673451,0.01545306,0.0002323889,0.0004737612,0.007218676,0.9665541,0.000307298],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00097878,0.00150829,0.001000117,0.9724144,0.01827324,0.0001017053,0.0000855958,0.0001560537,0.00548174],"genre_scores_gemma":[0.01425021,0.003904371,0.01100368,0.923058,0.01254866,0.0004499867,0.0001791387,0.0001656435,0.03444035],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04661186,"threshold_uncertainty_score":0.1559322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02429344070605237,"score_gpt":0.3436072636071283,"score_spread":0.3193138229010759,"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."}}