{"id":"W4312371872","doi":"10.2196/41101","title":"Prehabilitation Before Gastrointestinal Cancer Surgery: Protocol for an Implementation Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prehabilitation; Medicine; Gastrointestinal cancer; Psychological intervention; Physical therapy; Colorectal cancer; Telehealth; Perioperative; Randomized controlled trial; Protocol (science); Intervention (counseling); Cancer; Nursing; Health care; Surgery; Telemedicine; Internal medicine; Alternative medicine","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":[0.08641325,0.004365643,0.005171216,0.002565001,0.005775174,0.004537208,0.003821059,0.007801274,0.09507415],"category_scores_gemma":[0.05461614,0.003425342,0.003898706,0.002850009,0.003469,0.004195136,0.003367144,0.008586728,0.02123205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007774487,"about_ca_system_score_gemma":0.03876661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002862938,"about_ca_topic_score_gemma":0.006938914,"domain_scores_codex":[0.9606403,0.02489381,0.005855398,0.002148504,0.00337934,0.003082731],"domain_scores_gemma":[0.9523612,0.01258534,0.006608777,0.006467448,0.01644888,0.005528336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.399089,0.1014588,0.00478972,0.06595039,0.001407661,0.001721604,0.008219451,0.0055214,0.00766988,0.01854233,0.1567371,0.2288927],"study_design_scores_gemma":[0.4639111,0.08468758,0.02012903,0.02701082,0.0007936438,0.0004219048,0.003211992,0.00404171,0.004220105,0.01129026,0.3796462,0.0006356008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004508839,0.0000321179,0.0006957534,0.00008320309,0.0000858761,0.9977778,0.0004574788,0.00002853595,0.000388482],"genre_scores_gemma":[0.0003462929,0.00003064411,0.001195478,0.00006376026,0.00001254876,0.9981478,0.00007778024,0.000002004906,0.0001235499],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09507415,"threshold_uncertainty_score":0.4570024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3680437296798589,"score_gpt":0.6265732021060498,"score_spread":0.258529472426191,"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."}}