{"id":"W4411854498","doi":"10.2196/73443","title":"Promoting Family Engagement With Early Childhood Developmental Screening via the Baby Steps Text Messaging and Web Portal System: Longitudinal Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Randomized controlled trial; World Wide Web; Text messaging; Psychology; Medicine; Computer science","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":[0.005052898,0.001980352,0.003801429,0.0008939838,0.001512642,0.001595233,0.001571908,0.003216336,0.01040662],"category_scores_gemma":[0.006909448,0.001015987,0.002638877,0.0008502469,0.001610182,0.001834866,0.00113739,0.003272536,0.0009319072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00157318,"about_ca_system_score_gemma":0.003489897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003728307,"about_ca_topic_score_gemma":0.005201316,"domain_scores_codex":[0.9964095,0.001892142,0.000354777,0.0005895076,0.0002502862,0.0005037673],"domain_scores_gemma":[0.9964429,0.00125694,0.0007764623,0.0002808576,0.0003423221,0.0009005376],"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":[0.9413586,0.04009541,0.0008190341,0.001831937,0.001412167,0.00003750122,0.0001653064,0.0001280918,0.0004293986,0.00009392098,0.0006261079,0.01300265],"study_design_scores_gemma":[0.9163784,0.079978,0.001682117,0.0001905841,0.000729048,0.00001042804,0.00008183741,0.0001740676,0.0002048105,0.0001056429,0.0004513683,0.00001363762],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9357821,0.005796656,0.001586014,0.001034142,0.001369429,0.05016753,0.001777507,0.0002963696,0.002190297],"genre_scores_gemma":[0.859735,0.003945703,0.006320058,0.00125591,0.0008492645,0.1236274,0.0007927197,0.00002994864,0.003444025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01040662,"threshold_uncertainty_score":0.03481358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01130793393341735,"score_gpt":0.2424573231098038,"score_spread":0.2311493891763864,"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."}}