{"id":"W3089509285","doi":"10.3389/fpubh.2020.00516","title":"Father Involvement in Early Childhood Care: Insights From a MEL System in a Behavior Change Intervention Among Rural Indian Parents","year":2020,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Family Dynamics and Relationships","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Grand Challenges Canada; Porticus Foundation","keywords":"Intervention (counseling); Behavior change; Medicine; Early childhood; Gerontology; Developmental psychology; Psychology; Family medicine; Nursing; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006305867,0.0001454389,0.0003223288,0.0004759858,0.0001790276,0.0001222596,0.0003177925,0.0002132006,0.00000627753],"category_scores_gemma":[0.00006285389,0.0001492171,0.00007035043,0.001034347,0.00008420563,0.0005161423,0.00006771471,0.0004463989,0.000007232769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001801087,"about_ca_system_score_gemma":0.0003883344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1216767,"about_ca_topic_score_gemma":0.1284647,"domain_scores_codex":[0.9973997,0.0007747004,0.0005878005,0.0003221065,0.0004010711,0.0005145681],"domain_scores_gemma":[0.9992533,0.00001824069,0.0002024633,0.0001409714,0.00003605236,0.0003490064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002720497,0.0001250925,0.6872622,0.00002943733,0.000006144323,0.000008932966,0.3003515,0.00000185686,6.839094e-8,0.0006939077,0.00004980333,0.01146834],"study_design_scores_gemma":[0.0007411015,0.00004828913,0.7619724,0.0002437041,0.000002363271,3.405994e-8,0.2358446,0.0004827074,5.430818e-8,0.0001081094,0.0004452401,0.0001114292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936424,0.001078802,0.000217477,0.001894285,0.001131734,0.001687761,0.00003992703,0.00005182816,0.0002557188],"genre_scores_gemma":[0.9984004,0.0001278651,0.0002679384,0.0003717795,0.0001336418,0.0005288822,0.0001420702,0.00001845733,0.000008980644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07471022,"threshold_uncertainty_score":0.8874385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0468295577279827,"score_gpt":0.2785798095015315,"score_spread":0.2317502517735488,"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."}}