{"id":"W1559574347","doi":"10.1108/s0731-9053(2013)0000032010","title":"The Collective Marriage Matching Model: Identification, Estimation, and Testing","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"Gender, Labor, and Family Dynamics","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Matching (statistics); Marriage market; Economics; Identification (biology); Estimation; Econometrics; Labour economics; Statistics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004921116,0.0003945989,0.0009834653,0.0007879006,0.0004296127,0.001069208,0.001753557,0.001047028,0.009777725],"category_scores_gemma":[0.01435233,0.0003383724,0.0006558432,0.001515451,0.0008024314,0.00145779,0.001540916,0.001338376,0.0009577095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008470523,"about_ca_system_score_gemma":0.001102231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005515532,"about_ca_topic_score_gemma":0.00508077,"domain_scores_codex":[0.9986264,0.0009169814,0.00003239271,0.0001535172,0.000190225,0.00008052689],"domain_scores_gemma":[0.9938308,0.004668909,0.0006439878,0.0004674101,0.0002646641,0.0001241729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001210695,0.0003754062,0.05616506,0.0002078876,0.0002403841,0.0003648731,0.0008431586,0.4048204,0.0005307212,0.3453017,0.01257674,0.1784527],"study_design_scores_gemma":[0.0000348641,0.00005845764,0.005209762,0.00005036409,0.00003140285,0.00006905509,0.0002310958,0.8550995,0.0002709584,0.1353699,0.003557568,0.0000170587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.343956,0.0009386566,0.629925,0.002097,0.00008197885,0.0001386248,0.0007565939,0.0003208222,0.02178536],"genre_scores_gemma":[0.9164854,0.000583198,0.07064994,0.0001865099,0.00008428463,0.0002436932,0.001029392,0.00006000892,0.0106777],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009777725,"threshold_uncertainty_score":0.03270978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03407538024408464,"score_gpt":0.2727674252676626,"score_spread":0.2386920450235779,"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."}}