{"id":"W2144960783","doi":"10.1016/j.athoracsur.2004.04.041","title":"Training Residents in Mitral Valve Surgery","year":2004,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Cancer Centre","funders":"","keywords":"Medicine; Mitral valve; Cardiology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003057891,0.0004879838,0.0002991596,0.0009299017,0.002160736,0.001681965,0.0007780066,0.001849595,0.02865898],"category_scores_gemma":[0.006806822,0.0004382636,0.0003834325,0.0003188101,0.0006798005,0.001149117,0.002991688,0.002062237,0.008058183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009300378,"about_ca_system_score_gemma":0.007311269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009752324,"about_ca_topic_score_gemma":0.007428028,"domain_scores_codex":[0.9987029,0.0003333015,0.00006340716,0.00008888679,0.0003832978,0.0004281537],"domain_scores_gemma":[0.9851909,0.0008058615,0.0007609567,0.0001805044,0.001368488,0.01169337],"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":[0.0005132126,0.006223977,0.1105941,0.001306251,0.00006746264,0.002693688,0.006440241,0.001676586,0.008142237,0.002295729,0.3740423,0.4860042],"study_design_scores_gemma":[0.0002680185,0.006751547,0.248451,0.003458008,0.00009595617,0.01653633,0.0247154,0.001986042,0.003439927,0.006580687,0.6876029,0.0001140328],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5876428,0.01592649,0.005425117,0.1499138,0.03018942,0.0006081101,0.0004296753,0.0004481984,0.2094165],"genre_scores_gemma":[0.7148529,0.03086177,0.01242534,0.05455304,0.01411398,0.0005777133,0.0006161522,0.000141184,0.171858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02865898,"threshold_uncertainty_score":0.09587383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2865667945979459,"score_gpt":0.4347735538670122,"score_spread":0.1482067592690663,"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."}}