{"id":"W7161692519","doi":"10.2196/88913","title":"Socially Embedded Digital Coaching Platform to Promote Healthy Lifestyle and Mental Health in Underprivileged (Pre)Pregnant Couples and Young Families (Our Smart Family Buddy Program): Protocol for a Mixed Methods Study (Preprint)","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":false,"ca_institutions":"","funders":"","keywords":"Mental health; Coaching; Protocol (science); Health coaching; Digital health; Social support","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":[0.008279613,0.001910073,0.00203569,0.001221623,0.003958877,0.001446292,0.00192286,0.002387172,0.05064682],"category_scores_gemma":[0.008838788,0.001578477,0.001947717,0.0008029439,0.001410268,0.00100311,0.002640777,0.003521877,0.006628432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001821262,"about_ca_system_score_gemma":0.008577064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003157321,"about_ca_topic_score_gemma":0.005578092,"domain_scores_codex":[0.9960654,0.001787995,0.0004759486,0.000529666,0.000406594,0.000734457],"domain_scores_gemma":[0.9963139,0.001365742,0.0002546691,0.0006478862,0.000696761,0.0007211245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1503611,0.265682,0.00814693,0.02595792,0.0009708129,0.0006788402,0.01513905,0.00464555,0.0126802,0.007801068,0.04841946,0.4595171],"study_design_scores_gemma":[0.4733512,0.1930883,0.07100729,0.00913047,0.002560321,0.0002392978,0.0132919,0.006911022,0.01716924,0.01167538,0.2008076,0.000767977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.05737573,0.0001133662,0.004313979,0.0002621824,0.0002573528,0.9312208,0.002904753,0.0002004852,0.003351347],"genre_scores_gemma":[0.007767256,0.00004874009,0.005784354,0.00008719591,0.00001988724,0.9852496,0.0001863928,0.000006297545,0.0008503191],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05064682,"threshold_uncertainty_score":0.1694305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1298298640581986,"score_gpt":0.569820265733895,"score_spread":0.4399904016756964,"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."}}