{"id":"W585070670","doi":"","title":"Joint or Solo: Structural Equations Model of Household Activity Time Allocation Patterns","year":2008,"lang":"en","type":"article","venue":"Transportation Research Board 87th Annual MeetingTransportation Research Board","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demographics; Interdependence; Joint (building); Time allocation; Wife; Discrete choice; Representation (politics); Work (physics); Structural equation modeling; Econometrics; Survey data collection; Demographic economics; Computer science; Economics; Statistics; Mathematics; Demography; Engineering; Sociology; Machine learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.006278934,0.0004471809,0.0007292224,0.001675391,0.003148227,0.0001280905,0.0007996082,0.0005410322,0.0007167739],"category_scores_gemma":[0.001097854,0.0004485226,0.0003051962,0.003002692,0.001863122,0.001747398,0.00001176473,0.00151158,0.00006658359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003443694,"about_ca_system_score_gemma":0.002750332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02921427,"about_ca_topic_score_gemma":0.0378223,"domain_scores_codex":[0.9877909,0.001803573,0.001548114,0.001107372,0.00601821,0.001731809],"domain_scores_gemma":[0.9910922,0.001606305,0.0005070357,0.0006404751,0.005356496,0.0007974887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.004741434,0.001494354,0.1666684,0.001198323,0.0004110371,0.000325582,0.2695469,0.4905367,0.01944326,0.03333686,0.007378307,0.004918872],"study_design_scores_gemma":[0.00481085,0.001356047,0.889589,0.0007869255,0.0001772171,0.000001678608,0.02954264,0.05716731,0.009635771,0.002286813,0.002971608,0.001674215],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711244,0.00005615165,0.02100992,0.001880644,0.00015975,0.002082959,0.001620032,0.0004224424,0.001643723],"genre_scores_gemma":[0.9884704,0.0007499636,0.004508334,0.00005420779,0.0001934701,0.0003470538,0.001087391,0.0001043984,0.004484798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7229205,"threshold_uncertainty_score":0.9997966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1798210938213049,"score_gpt":0.3980514297020188,"score_spread":0.2182303358807139,"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."}}