{"id":"W4210503099","doi":"10.1093/ejcts/ezac058","title":"Reply to Royse <i>et al.</i>","year":2022,"lang":"en","type":"letter","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Psychology","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":[0.002769809,0.001019775,0.001421479,0.000927872,0.004236944,0.003885512,0.002052306,0.05780295,0.008596154],"category_scores_gemma":[0.01928204,0.0008393619,0.001134469,0.0009825344,0.00281903,0.004061488,0.001668199,0.03603757,0.009619469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003572296,"about_ca_system_score_gemma":0.003962378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007306585,"about_ca_topic_score_gemma":0.0092083,"domain_scores_codex":[0.9979177,0.0006214476,0.0002458228,0.0002687407,0.0005587934,0.0003875174],"domain_scores_gemma":[0.9946157,0.002306021,0.0004248623,0.0001664643,0.001292339,0.001194594],"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":[0.00002652782,0.000009057124,0.0003311333,0.00002606255,0.000006153511,0.001204832,0.00007248019,0.00002067084,0.0000458849,0.0005293136,0.9964013,0.001326601],"study_design_scores_gemma":[0.0001266388,0.00006522021,0.001705258,0.0003978525,0.00004069814,0.007221396,0.001099927,0.0003935485,0.0002523276,0.007052519,0.981536,0.0001085668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002127637,0.0007441938,0.00002803987,0.9845349,0.01274915,0.000006597638,0.0000531223,0.00001930305,0.0016521],"genre_scores_gemma":[0.002064001,0.0006337667,0.0000750844,0.9730546,0.02039625,0.00002528323,0.00002943793,0.00001917723,0.003702427],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05780295,"threshold_uncertainty_score":0.02875698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03043141489938839,"score_gpt":0.289763010155613,"score_spread":0.2593315952562246,"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."}}