{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005096716,0.0001985935,0.0003628634,0.0005234391,0.0006260289,0.00008964435,0.0002200385,0.00003031114,0.001473775],"category_scores_gemma":[0.0003318915,0.0001831276,0.0001519449,0.000780426,0.00008892819,0.0004133872,0.0002156433,0.0006198362,0.000007701272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007730409,"about_ca_system_score_gemma":0.001327584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001392851,"about_ca_topic_score_gemma":0.0002919884,"domain_scores_codex":[0.9951687,0.00124869,0.0006291696,0.0006759308,0.001497799,0.0007796357],"domain_scores_gemma":[0.9975677,0.0006181095,0.0001870676,0.0006052264,0.000775663,0.0002462912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01207572,0.007673797,0.8608384,0.002241653,0.00004415842,0.00003845421,0.002390351,0.00003663349,0.008651276,0.00003620973,0.0417002,0.06427322],"study_design_scores_gemma":[0.01606512,0.08244941,0.6230956,0.002415933,0.00001498433,0.0001263078,0.01083661,0.0004457339,0.006589213,0.001053331,0.2563387,0.0005690639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0692891,1.362592e-7,0.0001097608,0.000355598,0.00001002839,0.929988,0.00006850895,0.0001144278,0.00006439726],"genre_scores_gemma":[0.01193952,5.584246e-9,0.001184852,0.00005344239,0.0002651536,0.9858336,0.00008479125,0.00006941664,0.0005691912],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2377427,"threshold_uncertainty_score":0.999439,"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."}}