{"id":"W4415285459","doi":"10.2196/78209","title":"Effectiveness of the Essential Coaching Postpartum Digital Health Solution on Parenting Self-Efficacy, Mental Health, Well-Being, and Parenting Outcomes: Protocol for a Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Mount Saint Vincent University; Mount Sinai Hospital; Lunenfeld-Tanenbaum Research Institute; University of Toronto; Dalhousie University; Izaak Walton Killam Health Centre","funders":"","keywords":"Randomized controlled trial; Coaching; Protocol (science); Mental health; Digital health; Health coaching; Infant mental health; eHealth","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":[0.03292775,0.007091549,0.01604423,0.00381677,0.004313754,0.005417334,0.004359279,0.008388493,0.08514353],"category_scores_gemma":[0.02987562,0.003424712,0.00885596,0.003809533,0.004506382,0.004497756,0.002551245,0.01037563,0.01265237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008511922,"about_ca_system_score_gemma":0.01971882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006028697,"about_ca_topic_score_gemma":0.008970287,"domain_scores_codex":[0.9811467,0.009365684,0.002764615,0.001814143,0.002446307,0.002462562],"domain_scores_gemma":[0.9836798,0.004965429,0.003696754,0.001859813,0.003767118,0.002031049],"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":[0.8845872,0.02842813,0.0007698516,0.02587341,0.00310871,0.0002052287,0.0005731074,0.001840723,0.001886694,0.002964546,0.01221435,0.03754805],"study_design_scores_gemma":[0.9568154,0.02392484,0.001289231,0.003344042,0.001003463,0.00002892459,0.000147611,0.001314767,0.0006263644,0.001462369,0.009957933,0.00008519022],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001418912,0.0001730843,0.0004754182,0.00008396705,0.0001594327,0.99672,0.0005331476,0.00006101292,0.0003749819],"genre_scores_gemma":[0.0012188,0.00007824691,0.0008423286,0.0000599591,0.00002801444,0.9975252,0.00004751232,0.000003429137,0.0001965908],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08514353,"threshold_uncertainty_score":0.2848335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05393532549495812,"score_gpt":0.4932659133831754,"score_spread":0.4393305878882173,"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."}}