{"id":"W3200439806","doi":"10.12688/f1000research.55324.1","title":"The Wessex Fit-4-Cancer Surgery Trial (WesFit): a protocol for a factorial-design, pragmatic randomised-controlled trial investigating the effects of a multi-modal prehabilitation programme in patients undergoing elective major intra–cavity cancer surgery","year":2021,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"University Hospital Southampton NHS Foundation Trust","keywords":"Medicine; Prehabilitation; Physical therapy; Randomized controlled trial; Quality of life (healthcare); Depression (economics); Aerobic exercise; Clinical endpoint; Surgery; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"randomized_trial","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02438541,0.004106211,0.006011759,0.001264958,0.001744176,0.002495366,0.002033362,0.006126473,0.04855634],"category_scores_gemma":[0.0270644,0.001642028,0.004381898,0.001274163,0.002386359,0.002764091,0.001520533,0.004008863,0.005023602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002177085,"about_ca_system_score_gemma":0.006673039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001211768,"about_ca_topic_score_gemma":0.002972184,"domain_scores_codex":[0.9784034,0.01750109,0.001445847,0.0008796548,0.0007876355,0.0009824055],"domain_scores_gemma":[0.9929395,0.002894147,0.001454072,0.0009313787,0.0006251419,0.001155896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9565358,0.00457697,0.0003978387,0.009810401,0.001521537,0.0001612293,0.0002089903,0.0007350944,0.0009877571,0.001734481,0.008319628,0.01501028],"study_design_scores_gemma":[0.9787161,0.01308483,0.0005621695,0.000793824,0.0004075957,0.00002514929,0.00004310485,0.0004620678,0.0001510108,0.0006214168,0.005099743,0.00003298766],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02838768,0.001664619,0.003873718,0.001192458,0.001675165,0.9571066,0.003047441,0.0002989203,0.002753329],"genre_scores_gemma":[0.01705897,0.0003550495,0.005532915,0.0005656756,0.0001141296,0.9747842,0.0003458705,0.00001393368,0.001229269],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04855634,"threshold_uncertainty_score":0.1624371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0813625011469461,"score_gpt":0.4014550109471366,"score_spread":0.3200925098001905,"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."}}