{"id":"W4409127080","doi":"10.1007/978-3-031-40858-8_276-1","title":"Disability After Cardiac Surgery","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Surgery","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":[0.0003442828,0.0005288646,0.0004118862,0.0008588491,0.001771842,0.001949568,0.0005599129,0.001234052,0.03213611],"category_scores_gemma":[0.0009787416,0.0001329198,0.0002607251,0.0007410333,0.00111341,0.001760144,0.002392768,0.002265846,0.008767547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001438146,"about_ca_system_score_gemma":0.002430879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00670387,"about_ca_topic_score_gemma":0.0362548,"domain_scores_codex":[0.999787,0.00004781737,0.000008685151,0.0000154905,0.00008224979,0.00005871343],"domain_scores_gemma":[0.9998216,0.00005886454,0.00001139387,0.000007862487,0.0000384336,0.00006187092],"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":[0.000006443727,0.00008382014,0.000271798,0.0001246116,0.000002528131,0.0001749474,0.001113673,0.0001334921,0.00004861646,0.08831724,0.775879,0.1338437],"study_design_scores_gemma":[0.000002610911,0.00001814094,0.001168747,0.000440372,0.000001630988,0.0003850446,0.0009368978,0.00002874368,0.000017307,0.02244702,0.9745477,0.000005719349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001276162,0.032717,0.000577396,0.01760959,0.006511136,0.00003788412,0.0001373999,0.00002622976,0.9411073],"genre_scores_gemma":[0.01203134,0.03448441,0.0005866592,0.009109219,0.00246037,0.00007366626,0.0002068888,0.00002661388,0.9410207],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03213611,"threshold_uncertainty_score":0.107506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01432293441841148,"score_gpt":0.2472965830971858,"score_spread":0.2329736486787743,"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."}}