{"id":"W1997537871","doi":"10.1016/j.cjca.2015.05.016","title":"Is Aortic Valve Repair Reproducible? Analysis of the Learning Curve for Aortic Valve Repair","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Medicine; Aortic valve repair; Cardiology; Aortic valve; Internal medicine; Aortic root; Aorta","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03183916,0.0003836453,0.001266663,0.00235697,0.0009704996,0.00317745,0.002272313,0.001703782,0.003173105],"category_scores_gemma":[0.3300724,0.0003502639,0.001889857,0.002312476,0.001360848,0.003713627,0.002542061,0.001919471,0.001054653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002092963,"about_ca_system_score_gemma":0.003884988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001835927,"about_ca_topic_score_gemma":0.001938609,"domain_scores_codex":[0.9775388,0.006446997,0.004282569,0.002770028,0.007039372,0.00192235],"domain_scores_gemma":[0.5276856,0.3144964,0.0756165,0.02716799,0.0409137,0.01411985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001480654,0.0001428813,0.9464754,0.0001118644,0.0003064536,0.0001522759,0.0005108269,0.001360962,0.0002803536,0.0003393705,0.0008578957,0.04798106],"study_design_scores_gemma":[0.00006419633,0.00164584,0.9879311,0.0001507687,0.0001832687,0.0007214882,0.0008932446,0.004939869,0.0006497948,0.001336771,0.001421034,0.00006256328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986061,0.002563313,0.003559129,0.001657754,0.0001716861,0.0001157431,0.000963413,0.00009194578,0.004815997],"genre_scores_gemma":[0.9980645,0.0002795942,0.0007159259,0.0001047526,0.00007108288,0.0000306939,0.0004461579,0.00004368478,0.0002436732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03183916,"threshold_uncertainty_score":0.1683836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03613183055698139,"score_gpt":0.3350749728231774,"score_spread":0.298943142266196,"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."}}