{"id":"W4407230767","doi":"10.1111/fare.13148","title":"Father involvement among Chinese fathers in four geolocations: Exploring cultural nuances and similarities","year":2025,"lang":"en","type":"article","venue":"Family Relations","topic":"Family Dynamics and Relationships","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Developmental psychology; Social psychology; Sociology; Gender studies","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000393972,0.0001120903,0.0001249543,0.0002352216,0.000860323,0.0001129351,0.0001297115,0.0001160247,0.00001517681],"category_scores_gemma":[0.000244719,0.0001001837,0.0000454902,0.0007480101,0.0003416592,0.0006037775,0.00004508989,0.0002249038,0.00001013293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001413897,"about_ca_system_score_gemma":0.0001086632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003586749,"about_ca_topic_score_gemma":0.01586572,"domain_scores_codex":[0.9990072,0.0001324721,0.0002578085,0.0002061383,0.0001770263,0.0002193103],"domain_scores_gemma":[0.9994015,0.0002769929,0.0000563895,0.0001272801,0.00008597484,0.00005183158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001755991,0.00002351315,0.8473558,0.000006021606,0.00002227262,7.545302e-7,0.01540258,0.001908877,0.00001329448,0.1345681,0.0002299152,0.0004671049],"study_design_scores_gemma":[0.0002193167,0.00000584707,0.9296525,0.00007816508,0.000014626,6.432712e-8,0.03906859,0.003663702,3.184853e-7,0.02258853,0.004586975,0.0001213907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9368761,0.001234874,0.0006184232,0.001884591,0.0003977509,0.000332471,0.00000632818,0.00007116537,0.05857832],"genre_scores_gemma":[0.9913881,0.001147178,0.0006662818,0.0001627321,0.00004835663,0.0001742976,0.00001198529,0.000007356856,0.006393727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1119795,"threshold_uncertainty_score":0.8853444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06531508653919428,"score_gpt":0.3119614589311154,"score_spread":0.2466463723919211,"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."}}