{"id":"W4393228149","doi":"10.1007/s41347-024-00408-8","title":"Parent Preferences for Peer Connection in Virtual Mental Health and Parenting Support Platforms","year":2024,"lang":"en","type":"article","venue":"Journal of Technology in Behavioral Science","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital Research Institute of Manitoba; University of Calgary; Université de Montréal; University of British Columbia; Centre Hospitalier Universitaire Sainte-Justine; University of Manitoba; Dalhousie University","funders":"Children's Hospital Research Institute of Manitoba; Children’s Hospital Foundation of Manitoba; Research Manitoba; Social Sciences and Humanities Research Council; University of Oklahoma","keywords":"Mental health; Psychology; Connection (principal bundle); Peer support; Peer-to-peer; Developmental psychology; Internet privacy; Computer science; Psychiatry; World Wide Web; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00102468,0.00007716803,0.0002121133,0.0007302252,0.00008141595,0.00002735179,0.0001144867,0.00007062496,0.00001065769],"category_scores_gemma":[0.00005022406,0.0000563785,0.00002649593,0.0004134373,0.0002170915,0.0002910561,0.00004785236,0.000321495,8.972272e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003061038,"about_ca_system_score_gemma":0.0004158765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003908047,"about_ca_topic_score_gemma":0.00005749745,"domain_scores_codex":[0.9987895,0.000005622551,0.0004627214,0.0001677556,0.0002873008,0.000287042],"domain_scores_gemma":[0.9996212,0.00001626587,0.0001347697,0.00005785554,0.00005766207,0.0001122276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003559806,0.0003014345,0.8962887,0.0006383471,0.000004164575,0.0001193852,0.002196295,0.000003474769,0.002315136,0.001372074,0.00007695926,0.09632803],"study_design_scores_gemma":[0.007780427,0.04346372,0.7971702,0.04424252,0.00008486878,0.01111959,0.02715479,0.001830553,0.04881539,0.01315518,0.004432923,0.000749865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993445,0.001051699,0.0000158484,0.004349074,0.0008200986,0.0002840765,0.00000622328,0.00001896595,0.000009043716],"genre_scores_gemma":[0.9990957,0.0002926931,0.0004475433,0.0000616188,0.00002336596,0.00001406366,0.000002363202,0.000004133505,0.0000584751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09911855,"threshold_uncertainty_score":0.2299049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0584933903566776,"score_gpt":0.4001039334230764,"score_spread":0.3416105430663988,"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."}}