{"id":"W4391931309","doi":"10.3233/shti231301","title":"A Framework for Implementing Disease Prevention and Behavior Change Evidence at Scale","year":2024,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; York University; Public Health Ontario; University of Toronto","funders":"","keywords":"Operationalization; Scale (ratio); Health care; Computer science; Behavior change; Set (abstract data type); Knowledge management; Process management; Medicine; Data science; Business; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2938773,0.004141791,0.003900805,0.0192406,0.007485245,0.01952583,0.01334103,0.01178037,0.009897699],"category_scores_gemma":[0.223605,0.002802536,0.008145802,0.01072017,0.02132374,0.02540983,0.0210118,0.01295987,0.002399602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02516088,"about_ca_system_score_gemma":0.0872278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05489359,"about_ca_topic_score_gemma":0.04271581,"domain_scores_codex":[0.7854992,0.1611088,0.01899054,0.01108917,0.01932765,0.003984745],"domain_scores_gemma":[0.74057,0.1782555,0.01086614,0.0234393,0.0368261,0.01004311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001199822,0.0003339267,0.00281723,0.002311232,0.000442789,0.0003888059,0.002863274,0.008500175,0.0004529999,0.8660906,0.01575552,0.09992352],"study_design_scores_gemma":[0.0004237871,0.0004534512,0.001649157,0.005097301,0.0004220745,0.0002068601,0.002393862,0.01692146,0.00064273,0.8285557,0.1430787,0.0001550068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002522744,0.003136744,0.8306384,0.1098322,0.0008582917,0.009156019,0.00115583,0.00177722,0.04092248],"genre_scores_gemma":[0.01861846,0.0007376154,0.9707408,0.003335359,0.0001587842,0.004786181,0.0003902021,0.00008914475,0.001143516],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2938773,"threshold_uncertainty_score":0.870775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1727420248196624,"score_gpt":0.4808358330646078,"score_spread":0.3080938082449453,"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."}}