{"id":"W3187235310","doi":"10.1186/s12889-021-11452-x","title":"Building on existing tools to improve chronic disease prevention and screening in public health: a cluster randomized trial","year":2021,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; St. Michael's Hospital; Sunnybrook Health Science Centre; Centre for Addiction and Mental Health; University of Alberta; Regional Municipality of Durham; Institute for Clinical Evaluative Sciences; Women's College Hospital; Cancer Care Ontario; Ontario Institute for Cancer Research; Public Health Ontario; University of Toronto","funders":"Canadian Cancer Society Research Institute; Canadian Institutes of Health Research; Canadian Cancer Society; University of Toronto; Department of Family and Community Medicine, University of Toronto; Women's College Hospital; Cancer Care Ontario","keywords":"Medicine; Randomized controlled trial; Public health; Biostatistics; Cluster randomised controlled trial; Family medicine; Intervention (counseling); Physical therapy; Confidence interval; Nursing; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01583835,0.001576695,0.004432033,0.001030198,0.001049697,0.001238104,0.001433252,0.002569029,0.007810669],"category_scores_gemma":[0.01289488,0.0009756948,0.003975805,0.001204666,0.002093413,0.001651815,0.001818128,0.002421594,0.0006604538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002427239,"about_ca_system_score_gemma":0.005602761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006242679,"about_ca_topic_score_gemma":0.00694591,"domain_scores_codex":[0.9874361,0.008618534,0.0009019101,0.001352329,0.0008152766,0.000875917],"domain_scores_gemma":[0.9927837,0.003184138,0.001334109,0.0009557977,0.0005880233,0.001154127],"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":[0.9591402,0.01166464,0.001705491,0.002234641,0.003345366,0.00002065438,0.0001791071,0.0008388509,0.0003725409,0.0003299282,0.0007212541,0.01944733],"study_design_scores_gemma":[0.9579428,0.03738043,0.001773006,0.0001960566,0.001499065,0.000007900585,0.00003687735,0.0004285504,0.0001173151,0.0002180786,0.0003841294,0.00001574154],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9290199,0.005542414,0.004133685,0.001459384,0.001111026,0.05411778,0.001231388,0.0003532885,0.003031113],"genre_scores_gemma":[0.9317307,0.00199254,0.01061194,0.001052514,0.000555403,0.05189849,0.0005309995,0.0000337688,0.001593623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01583835,"threshold_uncertainty_score":0.08376223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.142376834242312,"score_gpt":0.4133492368398662,"score_spread":0.2709724025975543,"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."}}