{"id":"W4307522071","doi":"10.1101/2022.10.21.22281380","title":"Systematic development and feasibility testing of a multibehavioural digital prehabilitation intervention for patients approaching major surgery (iPREPWELL): A study protocol","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Sport England; Macmillan Cancer Support","keywords":"Prehabilitation; Psychological intervention; Intervention (counseling); Perioperative; Health care; Medicine; Protocol (science); Nursing; Physical therapy; Medical education; Alternative medicine; Surgery","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":[0.0838588,0.002509255,0.003987473,0.002962694,0.003309389,0.002814356,0.003665317,0.005050894,0.03055608],"category_scores_gemma":[0.0671778,0.003057947,0.004662971,0.001920835,0.002855536,0.00302406,0.00375034,0.0041171,0.00573004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006526938,"about_ca_system_score_gemma":0.04082273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004238283,"about_ca_topic_score_gemma":0.008492202,"domain_scores_codex":[0.9694101,0.01882434,0.004591089,0.001795837,0.003353407,0.002025213],"domain_scores_gemma":[0.9574379,0.01724861,0.005633564,0.004753535,0.01204132,0.002884955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.150365,0.09006616,0.01088409,0.1959084,0.002187564,0.001795402,0.02189347,0.006660681,0.008381403,0.01006476,0.03037699,0.471416],"study_design_scores_gemma":[0.4085012,0.2550572,0.05826847,0.07423542,0.00363386,0.0004092608,0.01561817,0.006076344,0.01231283,0.008770147,0.1561845,0.0009325438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003441636,0.00007522215,0.001136001,0.00006294799,0.00004106206,0.9946319,0.0003021783,0.00001978673,0.0002893156],"genre_scores_gemma":[0.002537542,0.00007342952,0.003049111,0.00006511168,0.000008904613,0.994038,0.00006762187,0.00000194538,0.0001582879],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0838588,"threshold_uncertainty_score":0.4434931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1019546395928066,"score_gpt":0.3982808860740227,"score_spread":0.2963262464812161,"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."}}