{"id":"W4412061617","doi":"10.2196/73510","title":"Content Development for a Multilevel Intervention to Operationalize Behavior Change Theory and Improve Parenting Behaviors for Physical Activity: Descriptive Study","year":2025,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Physical Education and Pedagogy","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Operationalization; Preprint; Psychology; Intervention (counseling); Developmental psychology; Computer science; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01726114,0.0005495384,0.0007597057,0.002655887,0.001552544,0.001261339,0.00121033,0.0007481385,0.006199106],"category_scores_gemma":[0.03859548,0.0008069152,0.00120334,0.002053858,0.0007331221,0.001368534,0.001980483,0.001301185,0.001382871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004976959,"about_ca_system_score_gemma":0.01583557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002878192,"about_ca_topic_score_gemma":0.007600009,"domain_scores_codex":[0.9921392,0.004316308,0.001036607,0.000659833,0.001366602,0.0004813994],"domain_scores_gemma":[0.9801047,0.01256174,0.001253151,0.001685167,0.00391978,0.0004754467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008280529,0.014688,0.04498893,0.005645602,0.0001336742,0.0004168618,0.04925065,0.00154482,0.006508173,0.00328355,0.0110086,0.8617031],"study_design_scores_gemma":[0.005486288,0.03204709,0.4489531,0.01505366,0.002023889,0.001531652,0.1218019,0.01676345,0.05881612,0.009928068,0.2870978,0.0004969799],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7106985,0.0006116034,0.08590151,0.001479946,0.0001796972,0.1751642,0.006813953,0.0009147575,0.01823579],"genre_scores_gemma":[0.3052047,0.001112318,0.4029044,0.0006761146,0.00004930525,0.280199,0.003693015,0.0002847916,0.00587648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01726114,"threshold_uncertainty_score":0.09128666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2566953813829354,"score_gpt":0.5101557102201114,"score_spread":0.253460328837176,"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."}}