{"id":"W1496603811","doi":"10.1186/1472-6920-6-56","title":"Are Canadian General Internal Medicine training program graduates well prepared for their future careers?","year":2006,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Alberta; University of Saskatchewan","funders":"","keywords":"Specialty; Curriculum; Medical education; Medicine; Health care; Nursing; Psychology; Family medicine; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002773991,0.0001820069,0.0003253767,0.0001608826,0.0001200301,0.00001888415,0.0001434015,0.0001802584,0.000822445],"category_scores_gemma":[0.001213688,0.0001197494,0.0001166387,0.0001721993,0.0001014465,0.00004900964,0.00001274603,0.0001902099,0.000009690141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001968563,"about_ca_system_score_gemma":0.003904331,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02748097,"about_ca_topic_score_gemma":0.1080518,"domain_scores_codex":[0.9985754,0.00003569648,0.0003549725,0.0002876368,0.0003683238,0.000378],"domain_scores_gemma":[0.998354,0.00009689456,0.000129185,0.0002128654,0.0001885561,0.001018532],"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":[0.000121262,0.0006404069,0.2753946,0.0004591574,0.00006295939,0.00001898821,0.002910142,0.000002435107,0.00004648652,0.00203962,0.4669448,0.2513592],"study_design_scores_gemma":[0.002144699,0.0005229505,0.4081631,0.00103908,0.000119558,0.000139047,0.01186409,0.002089435,0.00009151331,0.001107498,0.5724413,0.0002777598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9257748,0.001397604,0.0003682841,0.05677646,0.003179405,0.001570527,0.00001940369,0.0001674682,0.01074606],"genre_scores_gemma":[0.9741839,0.00002773149,0.005771226,0.003700614,0.007528548,0.0003292173,0.0006146381,0.00003506284,0.007809125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2510815,"threshold_uncertainty_score":0.9789951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02740839346543945,"score_gpt":0.3307225732826538,"score_spread":0.3033141798172144,"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."}}