{"id":"W4298362281","doi":"10.1080/15295192.2022.2087040","title":"The Future of Parenting Programs: I Design","year":2022,"lang":"en","type":"article","venue":"Parenting","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Child Health and Human Development; Eunice Kennedy Shriver National Institute of Child Health and Human Development; Economic and Social Research Council; National Institutes of Health; Templeton World Charity Foundation; Global Challenges Research Fund; New York University Abu Dhabi; University of Oxford; Harvard University; Arizona State University; University of Cape Town; UK Research and Innovation; York University; UNICEF","keywords":"Program Design Language; Control (management); Research design; Computer science; Design elements and principles; Selection (genetic algorithm); Population; Program evaluation; Psychology; Management science; Engineering; Medicine; Software engineering; Political science; Artificial intelligence","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001725601,0.00004703332,0.00005991557,0.00002574641,0.002587331,0.00008920651,0.0002605703,0.000013358,0.0001656042],"category_scores_gemma":[0.0001126344,0.00003892255,0.00004092916,0.0003345795,0.00005980331,0.00005293087,0.00009132733,0.0001104148,0.000006319468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005468779,"about_ca_system_score_gemma":0.0003955239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001700829,"about_ca_topic_score_gemma":0.0001445168,"domain_scores_codex":[0.9987517,0.0003041215,0.000188359,0.0001081244,0.0003982471,0.0002494261],"domain_scores_gemma":[0.9994926,0.000151621,0.000157908,0.0000947164,0.00006049022,0.00004260037],"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":[0.000006131289,0.00009712381,0.2384273,0.00000778017,0.00002923739,6.516933e-7,0.1354741,0.00008002976,0.00001801991,0.01816771,0.004391014,0.6033009],"study_design_scores_gemma":[0.0001005447,0.00002010974,0.02089637,0.00001278412,0.000008047892,9.419684e-7,0.2941339,0.00003790795,0.00005053406,0.001663531,0.6829564,0.0001189194],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9239676,0.006223943,0.00138704,0.010239,0.008171517,0.001464112,0.000003198043,0.0003232259,0.04822037],"genre_scores_gemma":[0.997162,0.0000537414,0.001380599,0.00005375543,0.0003261565,0.00006478266,0.000004282711,0.000005768907,0.0009488809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6785654,"threshold_uncertainty_score":0.9987112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03594567800695856,"score_gpt":0.302621484329783,"score_spread":0.2666758063228244,"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."}}