{"id":"W4416524411","doi":"10.2196/81195","title":"A Context-Adapted Diabetes Prevention Program (Small Steps for Big Changes) in Australia: Protocol for a Hybrid Implementation-Effectiveness Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Protocol (science); Data collection; MEDLINE; Research design; Diabetes mellitus; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.08143359,0.004461307,0.007059428,0.003131206,0.004958213,0.003743784,0.004339231,0.006607485,0.06426287],"category_scores_gemma":[0.0528036,0.004010621,0.005456813,0.002970254,0.003521231,0.004291691,0.003599459,0.009666408,0.01293611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009656955,"about_ca_system_score_gemma":0.03313635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005619307,"about_ca_topic_score_gemma":0.01094082,"domain_scores_codex":[0.9500756,0.03383493,0.006587461,0.002629902,0.003711371,0.003160772],"domain_scores_gemma":[0.97106,0.007905262,0.00488669,0.003595503,0.008774707,0.003777827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.3712402,0.08132562,0.005340971,0.09149941,0.002297695,0.001993132,0.01257746,0.009318651,0.00753547,0.01921279,0.102616,0.2950427],"study_design_scores_gemma":[0.5335633,0.08576617,0.02668587,0.03451369,0.001607153,0.0006341527,0.003632938,0.006858288,0.005318907,0.01377546,0.2868677,0.0007765435],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0006116684,0.00003934255,0.0006753749,0.00007229926,0.00004281895,0.9979479,0.0002885887,0.00002040997,0.0003016589],"genre_scores_gemma":[0.000408542,0.00003363939,0.001423706,0.00005241429,0.000006859842,0.9979144,0.00004951249,0.000001583102,0.0001093287],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08143359,"threshold_uncertainty_score":0.4306672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8814064161420384,"score_gpt":0.8154265871789552,"score_spread":0.06597982896308319,"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."}}