{"id":"W4388469074","doi":"10.1177/23780231231205216","title":"Visualizing Children’s Family Structure","year":2023,"lang":"en","type":"article","venue":"Socius Sociological Research for a Dynamic World","topic":"Family Dynamics and Relationships","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Child Health and Human Development; Social Sciences and Humanities Research Council of Canada; Bowling Green State University","keywords":"Stepfamily; Grandparent; Microdata (statistics); Nuclear family; Developmental psychology; Population; Psychology; Single parent; Sibling; Family life; Demography; Sociology; Gender studies; Census","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004083547,0.0003900437,0.0001520227,0.00285106,0.0005481892,0.001498395,0.0002715033,0.0004606933,0.01746221],"category_scores_gemma":[0.001589332,0.0001275886,0.0002606077,0.002534283,0.0002495126,0.001047045,0.001102053,0.0005594896,0.0006729105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000523785,"about_ca_system_score_gemma":0.0005477656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0157462,"about_ca_topic_score_gemma":0.02897688,"domain_scores_codex":[0.9998605,0.00005165777,0.000008159171,0.00002719202,0.00002857215,0.00002384399],"domain_scores_gemma":[0.9991774,0.0004350231,0.00009372751,0.00006745675,0.0001388623,0.00008743766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007771301,0.0001963603,0.2177446,0.00106285,0.000232143,0.00230856,0.1003381,0.009228283,0.01220486,0.08182988,0.2112939,0.3627833],"study_design_scores_gemma":[0.0001074491,0.0001896577,0.2548567,0.0008050451,0.0001476385,0.002063876,0.04226222,0.02371233,0.004419337,0.0206577,0.6506086,0.0001694229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6776724,0.003540633,0.06975236,0.006125109,0.0003796801,0.0002790284,0.0579099,0.00731216,0.1770288],"genre_scores_gemma":[0.9150258,0.001073582,0.06613404,0.0001777456,0.00004196806,0.0001309172,0.007362998,0.0003737114,0.009679139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01746221,"threshold_uncertainty_score":0.05841684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2384706918454453,"score_gpt":0.5178399675326474,"score_spread":0.2793692756872021,"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."}}