{"id":"W4280595756","doi":"10.1007/s00345-022-04034-y","title":"Improved recovery after uro-oncology surgery: the critical role of pre- and re-habilitation","year":2022,"lang":"en","type":"letter","venue":"World Journal of Urology","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Nephrology; Habilitation; Internal medicine; Clinical Oncology; Oncology; Gynecologic oncology; Prehabilitation; Surgical oncology; General surgery; Cancer; Physical therapy","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":[0.002752722,0.0004197551,0.0009568917,0.0003900383,0.003752703,0.003517211,0.001208465,0.03477437,0.005773236],"category_scores_gemma":[0.0161774,0.0003077657,0.0007035919,0.0004022438,0.004021754,0.004305161,0.001977256,0.02786159,0.001821943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003720065,"about_ca_system_score_gemma":0.005895854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002847857,"about_ca_topic_score_gemma":0.009316268,"domain_scores_codex":[0.9976861,0.0009445049,0.0002451763,0.0001919466,0.0004962545,0.0004359688],"domain_scores_gemma":[0.9905064,0.004967526,0.0006604473,0.0002580667,0.0009657833,0.002641913],"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":[0.0001591583,0.0002065206,0.005698724,0.0002787604,0.00004561797,0.03656394,0.001148848,0.0002696685,0.0006363587,0.01211822,0.8849004,0.05797376],"study_design_scores_gemma":[0.0001859901,0.0003121989,0.00688099,0.001440747,0.00004749721,0.05752684,0.00372413,0.0007530927,0.0003012059,0.0328797,0.8957962,0.0001515667],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001331358,0.003063289,0.00006850836,0.9871746,0.004926972,0.000004177798,0.000006145763,0.000009681957,0.003415342],"genre_scores_gemma":[0.03919597,0.00721241,0.0006203227,0.8752239,0.07095087,0.00003267585,0.00001695838,0.00002392966,0.006722939],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03477437,"threshold_uncertainty_score":0.02699107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044945522796391,"score_gpt":0.2704840468967075,"score_spread":0.2600345916687435,"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."}}