{"id":"W3035659097","doi":"10.11575/prism/37908","title":"Prehabilitation for Enhanced Recovery After Colorectal Surgery","year":2020,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Canadian Frailty Network; Alberta Innovates","keywords":"Prehabilitation; Colorectal surgery; Medicine; General surgery; Surgery; Physical therapy; Abdominal surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0009825348,0.0002907307,0.000193486,0.000442839,0.0008406943,0.001722368,0.0002479292,0.0005254614,0.0179583],"category_scores_gemma":[0.002029858,0.00007734293,0.0003439406,0.0003908581,0.0005885356,0.0007426823,0.001127584,0.00120059,0.002216619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005487878,"about_ca_system_score_gemma":0.002465216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001729722,"about_ca_topic_score_gemma":0.0007576351,"domain_scores_codex":[0.9997254,0.00009895397,0.00002306103,0.00003010762,0.00009096474,0.0000315271],"domain_scores_gemma":[0.999319,0.0003217858,0.00009723768,0.00002953722,0.00008862428,0.0001438985],"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":[0.0002425644,0.00121719,0.003541786,0.009772559,0.0000552839,0.0002577108,0.01593757,0.0003270561,0.005732053,0.04093602,0.09552114,0.8264591],"study_design_scores_gemma":[0.0001055114,0.001712446,0.04309288,0.01273715,0.0001707612,0.00193607,0.01501751,0.0003132966,0.005674927,0.03396121,0.8852349,0.00004334282],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1663579,0.2213812,0.01233681,0.05705535,0.0113605,0.001221796,0.0006524354,0.0002958425,0.5293381],"genre_scores_gemma":[0.5127946,0.2409469,0.02197244,0.01312988,0.003475175,0.0009127617,0.0004860992,0.0001044816,0.2061777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0179583,"threshold_uncertainty_score":0.06007653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02513626668116493,"score_gpt":0.3169984188604424,"score_spread":0.2918621521792775,"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."}}