{"id":"W4386483182","doi":"10.1503/cjs.010122-l","title":"Valve positions upon which cardiac surgeons operate should be taken into consideration","year":2023,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dialysis; MEDLINE; Cardiac valve; Meta-analysis; Intensive care medicine; Surgery; Internal medicine; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006122941,0.0008670482,0.00253886,0.001081752,0.002682725,0.002752061,0.001582979,0.03512742,0.006444762],"category_scores_gemma":[0.06747101,0.0007790331,0.002139287,0.001251206,0.001413579,0.004818813,0.001216699,0.02972801,0.005084726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002025946,"about_ca_system_score_gemma":0.00308294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004122508,"about_ca_topic_score_gemma":0.01060025,"domain_scores_codex":[0.9937542,0.001867091,0.001966957,0.0007009241,0.001294803,0.0004160397],"domain_scores_gemma":[0.9476721,0.0360149,0.004187512,0.001222196,0.008702337,0.002200945],"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":[0.000173195,0.00004273248,0.003210558,0.0006223199,0.0001390183,0.00163568,0.0001827172,0.00007148807,0.0003275685,0.001271154,0.9609028,0.0314208],"study_design_scores_gemma":[0.0007720498,0.0003855646,0.01279964,0.006175612,0.000848792,0.01512967,0.001838901,0.0009479757,0.001057005,0.02320807,0.9364362,0.0004005775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0003624725,0.006419763,0.0002358838,0.9687377,0.02343582,0.000005157923,0.00009723445,0.00001662047,0.0006894051],"genre_scores_gemma":[0.007146851,0.006452678,0.0006848475,0.8908086,0.09335915,0.00002580117,0.00007643797,0.00002589944,0.00141975],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03512742,"threshold_uncertainty_score":0.03238165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07445553177226394,"score_gpt":0.3284242287427659,"score_spread":0.253968696970502,"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."}}