{"id":"W4388265245","doi":"10.1016/j.jcjd.2023.10.059","title":"CARDIAC SURGERY TRAINING IN CANADA: PERCEPTIONS AND BARRIERS","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Training (meteorology); Perception; Medical education; Neuroscience","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002505325,0.000299201,0.0004679242,0.001822989,0.01340388,0.0053977,0.001819192,0.001870774,0.007195085],"category_scores_gemma":[0.009375228,0.0004941702,0.0006186297,0.003600203,0.003140656,0.001160132,0.003004339,0.004059102,0.0003344424],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05876297,"about_ca_system_score_gemma":0.1574668,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9863479,"about_ca_topic_score_gemma":0.9943216,"domain_scores_codex":[0.9938351,0.0005920316,0.0002581509,0.0002696008,0.001955456,0.003089743],"domain_scores_gemma":[0.974224,0.001850647,0.002180279,0.00009998438,0.005315993,0.0163291],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002559966,0.001020158,0.8021593,0.0004500201,0.0001230507,0.001025317,0.1198054,0.0002666604,0.0005735822,0.003190924,0.02464308,0.04648658],"study_design_scores_gemma":[0.000036585,0.0001246256,0.5993224,0.0009043083,0.000053067,0.0002560695,0.3792387,0.0004039448,0.0001360795,0.0004517259,0.0189562,0.0001162108],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9408661,0.00223195,0.0001252976,0.03567,0.0002362248,0.0001126304,0.0006413297,0.00001410325,0.02010234],"genre_scores_gemma":[0.9930952,0.001442008,0.0001538382,0.002978447,0.00003080413,0.00002250339,0.0001164119,0.00001026481,0.00215043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9974947,"threshold_uncertainty_score":0.4263572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08252270585334252,"score_gpt":0.3248918067397481,"score_spread":0.2423691008864056,"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."}}