{"id":"W3209033818","doi":"10.3138/jcfs.52.3.06","title":"An Analysis of Latent Profiles of Father-Child Interaction: Classification Predictors and Differences in Children’s Socio-Emotional Development","year":2021,"lang":"en","type":"article","venue":"Journal of Comparative Family Studies","topic":"Psychosocial Factors Impacting Youth","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Happiness; Developmental psychology; Social relation; Multinomial logistic regression; Interaction; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006079237,0.0001099219,0.0006421609,0.000310923,0.0001934983,0.00002310423,0.0001280012,0.00004929349,0.00001216727],"category_scores_gemma":[0.0001401693,0.00008851732,0.0001090166,0.0005779008,0.0003351522,0.0002696221,0.00001984021,0.0001629832,2.021132e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001882857,"about_ca_system_score_gemma":0.0002045931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000837068,"about_ca_topic_score_gemma":0.0006884786,"domain_scores_codex":[0.9981048,0.0004586436,0.0006671873,0.0001324453,0.0005160735,0.0001209026],"domain_scores_gemma":[0.9979454,0.0002980376,0.0008980114,0.00006197809,0.0007362204,0.00006036153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003370581,0.0002349784,0.859606,0.000007433035,0.00179311,4.169108e-7,0.1372207,0.00004208431,0.0003958579,0.0004075648,0.00002469359,0.0002333989],"study_design_scores_gemma":[0.0002026233,0.00008041583,0.8645812,0.0001215001,0.0001689411,6.23633e-7,0.1342989,0.00003156404,0.0002684009,0.0001607043,0.00002011163,0.00006511006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978483,0.001222203,0.0001492466,0.0002513756,0.0002037018,0.00009310629,0.00001614383,0.000004488139,0.0002113738],"genre_scores_gemma":[0.998962,0.0006314854,0.0002964223,0.00001328839,0.00007596603,0.000002448843,0.000004713424,0.000002840841,0.00001085129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004975086,"threshold_uncertainty_score":0.3609632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1537583348356697,"score_gpt":0.4072333786319511,"score_spread":0.2534750437962814,"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."}}