{"id":"W3197046587","doi":"10.1016/j.xjon.2021.08.033","title":"Reply: Implications of innovations on clinical outcomes","year":2021,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Conflict of interest; Specialty; Medicine; Process (computing); Intervention (counseling); Relevance (law); Public relations; Political science; Law; Computer science; Family medicine; Nursing","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":[0.009869478,0.0008717095,0.001355446,0.001208763,0.00206205,0.00374738,0.002909615,0.03070644,0.01611989],"category_scores_gemma":[0.1217573,0.0006603166,0.001622912,0.001431574,0.003627622,0.006104177,0.003013449,0.0374193,0.007704781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003122509,"about_ca_system_score_gemma":0.005899704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003653464,"about_ca_topic_score_gemma":0.00269489,"domain_scores_codex":[0.9946378,0.001524337,0.0008713811,0.0008369273,0.001560252,0.0005693447],"domain_scores_gemma":[0.9219494,0.05044564,0.003264502,0.0019328,0.01913516,0.003272622],"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":[0.00006651973,0.00002030361,0.001228756,0.0001308265,0.00003005763,0.000354573,0.0002167754,0.00006957869,0.00006219603,0.003715639,0.9860473,0.008057474],"study_design_scores_gemma":[0.0002919074,0.0001304654,0.005040378,0.001613217,0.0001344588,0.003106766,0.002439091,0.00066177,0.0006861057,0.02476666,0.9608752,0.0002540681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002055463,0.0007033362,0.00007802388,0.9867849,0.01176388,0.00000575563,0.00007926293,0.00001287763,0.0003665317],"genre_scores_gemma":[0.003964312,0.001796229,0.0002205887,0.9679998,0.02429592,0.00003454173,0.00005811762,0.00001505938,0.001615387],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03070644,"threshold_uncertainty_score":0.05392641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1187292463057853,"score_gpt":0.4564674613308089,"score_spread":0.3377382150250236,"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."}}