{"id":"W4404631286","doi":"10.1016/j.cpsurg.2024.101671","title":"Online proctoring for the Perceval Sutureless valve replacement: A multicenter retrospective study","year":2024,"lang":"en","type":"article","venue":"Current Problems in Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Alberta Hospital","funders":"","keywords":"Medicine; Multicenter study; Retrospective cohort study; Aortic valve replacement; MEDLINE; Internal medicine; Randomized controlled trial","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005537124,0.0002328429,0.0004185295,0.0001679384,0.0000881931,0.00007881193,0.00006396919,0.00004139091,0.0000374227],"category_scores_gemma":[0.0002075086,0.000149781,0.001166344,0.000327164,0.00003514229,0.0001044784,0.00006452331,0.0002817294,0.00001150312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003585929,"about_ca_system_score_gemma":0.0001423182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003943501,"about_ca_topic_score_gemma":0.0000182215,"domain_scores_codex":[0.9982751,0.00005328674,0.0004158003,0.0005394716,0.0003581627,0.0003581704],"domain_scores_gemma":[0.9989579,0.0004133982,0.00005894293,0.0003549032,0.0001212453,0.00009356087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000234754,0.002859065,0.9747472,0.0007991403,0.001076331,0.00001103097,0.001424499,0.00002036895,0.000007696301,0.00002924437,0.001084517,0.01770619],"study_design_scores_gemma":[0.001733567,0.0002243984,0.9873772,0.001508559,0.001194857,0.000004753201,0.0009508837,0.00100036,0.000006149711,0.00006395655,0.00574767,0.0001877065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709325,0.02078754,0.0001167033,0.000154199,0.003715547,0.003995675,0.000149948,0.0001116507,0.0000362159],"genre_scores_gemma":[0.9973463,0.0005624775,0.00001442413,0.00002327088,0.0006329948,0.001078699,0.0001546969,0.00004636894,0.0001408137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02641374,"threshold_uncertainty_score":0.6107892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05680352409390169,"score_gpt":0.3974193310848616,"score_spread":0.3406158069909599,"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."}}