{"id":"W4391211155","doi":"10.3390/curroncol31020046","title":"Preparing for and Not Waiting for Surgery","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Prehabilitation; Medicine; Psychological intervention; Health care; Context (archaeology); Perioperative; Population; Population health; Rehabilitation; Nursing; Physical therapy; Public health; Surgery","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":[0.002417328,0.000249378,0.0005776002,0.0005497251,0.001146121,0.002826071,0.0006181304,0.00171632,0.006600287],"category_scores_gemma":[0.02455364,0.0001542907,0.0006365257,0.0006117917,0.001624817,0.00291343,0.001612001,0.002561865,0.0008401626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143875,"about_ca_system_score_gemma":0.005466433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002931053,"about_ca_topic_score_gemma":0.01036576,"domain_scores_codex":[0.9962726,0.00183847,0.0004660846,0.0002163761,0.0007692475,0.0004373548],"domain_scores_gemma":[0.990512,0.004580617,0.002414411,0.0001893202,0.0007803924,0.001523312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003639405,0.0001993016,0.01930589,0.01101861,0.0001989657,0.0005992744,0.006120867,0.0002174834,0.0003730318,0.0195506,0.06911266,0.8729393],"study_design_scores_gemma":[0.0001441076,0.0008873578,0.1062385,0.0447641,0.0004548869,0.004154572,0.03083056,0.000264771,0.0006776873,0.02875577,0.7826632,0.0001643134],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1156629,0.4211012,0.006340381,0.3131915,0.02791202,0.0003239768,0.00078086,0.0001273073,0.1145599],"genre_scores_gemma":[0.4633188,0.4610544,0.007294166,0.04440107,0.00998981,0.0004027827,0.001062604,0.00005769994,0.01241875],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006600287,"threshold_uncertainty_score":0.02208018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1730433214201567,"score_gpt":0.4436296514558218,"score_spread":0.270586330035665,"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."}}