{"id":"W4415053959","doi":"10.1101/2025.10.09.25337684","title":"‘On Your Mark’: Operationalizing a Readiness for Change Module in the SHIFT Intervention","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Winnipeg Regional Health Authority; University of Manitoba; University of Toronto; York University","funders":"","keywords":"Operationalization; Intervention (counseling); Behaviour change; Quality (philosophy); Process (computing); Antecedent (behavioral psychology)","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":[0.02472681,0.0006120045,0.0006325844,0.001092846,0.001239551,0.002070679,0.001858745,0.001276947,0.006257754],"category_scores_gemma":[0.04416491,0.0003596691,0.001515073,0.0006835613,0.001702027,0.00259165,0.004161904,0.002241257,0.001435488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00218614,"about_ca_system_score_gemma":0.00765625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001554091,"about_ca_topic_score_gemma":0.003354484,"domain_scores_codex":[0.9813172,0.01289515,0.0009913909,0.0009515868,0.002673795,0.001170961],"domain_scores_gemma":[0.9806533,0.008544173,0.003196511,0.001687363,0.003580839,0.002337754],"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":[0.001959461,0.01158451,0.08535493,0.004067108,0.0004609342,0.0001465283,0.02219517,0.001743982,0.006450268,0.005821153,0.02698275,0.8332332],"study_design_scores_gemma":[0.00262854,0.04872171,0.7680939,0.006745513,0.001336244,0.0004088852,0.03283508,0.01385638,0.0202835,0.01234953,0.09199148,0.000749218],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9081806,0.0003704724,0.03219941,0.008779076,0.0006539261,0.02447173,0.00108586,0.001248846,0.0230101],"genre_scores_gemma":[0.8094098,0.0003121399,0.1574147,0.002647497,0.0001618696,0.02608225,0.0008150251,0.000111648,0.003045057],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02472681,"threshold_uncertainty_score":0.1307694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.421474061335265,"score_gpt":0.5405403855333508,"score_spread":0.1190663241980858,"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."}}