{"id":"W4403945783","doi":"10.1037/dev0001876","title":"Network analysis of ethnic–racial socialization competency and content among diverse parents of color: An eye toward intervention targets.","year":2024,"lang":"en","type":"article","venue":"Developmental Psychology","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Psychology; Socialization; Ethnic group; Intervention (counseling); Developmental psychology; Content analysis; Content (measure theory); Social psychology","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003826501,0.000209907,0.0004849395,0.0003493117,0.00009335837,0.00001771297,0.0001723303,0.0002010293,0.0009271514],"category_scores_gemma":[0.00001079739,0.000204473,0.0002092273,0.0009740269,0.0003263337,0.0001384018,0.00007947113,0.0001560191,0.00002940211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006270003,"about_ca_system_score_gemma":0.00004622611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001257906,"about_ca_topic_score_gemma":0.0003542685,"domain_scores_codex":[0.9980138,0.0001917834,0.0007569985,0.0005098255,0.0002279219,0.0002996977],"domain_scores_gemma":[0.9994242,0.00003981381,0.0002262211,0.0001119695,0.00009480584,0.0001029592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000666475,0.001554013,0.8215234,0.0002202543,0.004359167,0.00003026417,0.02898595,0.00003654847,0.0009153586,0.030478,0.00417506,0.1070555],"study_design_scores_gemma":[0.0007826217,0.0001532424,0.9931503,0.0001435334,0.0002971347,0.000002174756,0.002501233,0.0000814918,0.00002274148,0.001208651,0.001445292,0.000211577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894138,0.001667535,0.002214894,0.0002726646,0.003206817,0.0002974601,0.0001158571,0.00005820021,0.002752782],"genre_scores_gemma":[0.9976586,0.0002311813,0.0005565939,0.0003377673,0.0001333098,0.00002052203,0.00071475,0.00001694619,0.0003303616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1716269,"threshold_uncertainty_score":0.9999861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07438351564432266,"score_gpt":0.3644881608229467,"score_spread":0.290104645178624,"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."}}