{"id":"W4414491486","doi":"10.1093/tbm/ibaf046","title":"Using the behavior change technique ontology to characterize the content of implementation strategies: a secondary analysis of 151 trials targeting evidence-based nursing practice","year":2025,"lang":"en","type":"article","venue":"Translational Behavioral Medicine","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health; Ottawa Hospital; Institute for Work & Health; Institute of Health Services and Policy Research; University of Toronto; Université du Québec en Outaouais; Jewish General Hospital; St. Michael's Hospital; Institut Universitaire en Santé Mentale de Québec; Centre Hospitalier de l’Université de Montréal; Université Laval; Université de Montréal; Izaak Walton Killam Health Centre; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Dalhousie University; Institute for Clinical Evaluative Sciences; McGill University; McGill University Health Centre","funders":"Fonds de Recherche du Québec - Santé; Réseau de recherche portant sur les interventions en sciences infirmières du Québec","keywords":"Ontology; Clinical Practice; Nursing practice; Content analysis; Health psychology; Clinical trial; Content (measure theory); Behavioral medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01242138,0.0001774248,0.0007811763,0.0006894547,0.0005563872,0.000008909325,0.000334605,0.0001123152,0.001219514],"category_scores_gemma":[0.001851009,0.0001082059,0.0001314863,0.002534776,0.000355374,0.0004899583,0.00002169292,0.0004062035,0.000001028837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002145253,"about_ca_system_score_gemma":0.00206707,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009434832,"about_ca_topic_score_gemma":0.001060016,"domain_scores_codex":[0.9922732,0.003729529,0.002573822,0.0002875246,0.0007366618,0.0003993286],"domain_scores_gemma":[0.9877703,0.009056112,0.001532007,0.0003250489,0.00121899,0.00009752536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001202597,0.0003243756,0.1139828,0.0004658558,0.0003849529,0.000003931298,0.09644573,0.00009892378,0.6956274,0.009551972,0.0005885125,0.08132297],"study_design_scores_gemma":[0.002290762,0.0005368879,0.892949,0.001760067,0.006450696,0.000001835114,0.09090841,0.000300406,0.002281411,0.0001575512,0.002183742,0.0001792307],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7562732,0.0004256379,0.103023,0.1218384,0.0006963706,0.01696371,0.0006315942,0.00004168394,0.0001064369],"genre_scores_gemma":[0.98166,0.00001716814,0.004593825,0.008239297,0.0001359989,0.005214151,0.0001212628,0.00001025334,0.000008006405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7789662,"threshold_uncertainty_score":0.9996935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8985943253271316,"score_gpt":0.7374132274426456,"score_spread":0.161181097884486,"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."}}