{"id":"W3156411587","doi":"10.2139/ssrn.3387335","title":"Matching Function Equilibria: Existence, Uniqueness and Estimation","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Gender, Labor, and Family Dynamics","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Uniqueness; Function (biology); Mathematics; Matching (statistics); Mathematical economics; Estimation; Applied mathematics; Econometrics; Economics; Mathematical optimization; Statistics; Mathematical analysis; Biology; Evolutionary biology","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":[0.01031,0.001211984,0.004685648,0.003534285,0.001550893,0.004733924,0.003080218,0.004465142,0.01403814],"category_scores_gemma":[0.07218872,0.001095176,0.0023377,0.003401882,0.003551603,0.007169322,0.003434445,0.003732015,0.001568234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002751577,"about_ca_system_score_gemma":0.003513471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004618343,"about_ca_topic_score_gemma":0.003017492,"domain_scores_codex":[0.9972835,0.001608136,0.0001047241,0.0004275289,0.0002171147,0.0003590662],"domain_scores_gemma":[0.94581,0.04681364,0.003545263,0.001396185,0.00161728,0.0008176158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000797375,0.0008233513,0.02415978,0.0006223036,0.0006058813,0.0004595897,0.001039451,0.1577752,0.001344993,0.7334239,0.008199232,0.07074897],"study_design_scores_gemma":[0.0002026685,0.0001542763,0.002792851,0.0001315797,0.0001562026,0.0001530235,0.0006177314,0.4398841,0.0007318719,0.5530229,0.002070291,0.0000825444],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2238513,0.001730895,0.7539926,0.004395938,0.000081545,0.0005314791,0.0007833073,0.0003721144,0.01426072],"genre_scores_gemma":[0.9419863,0.001792659,0.04302638,0.0002337739,0.0001682844,0.0006452629,0.0005554705,0.00007304479,0.01151877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01403814,"threshold_uncertainty_score":0.0545252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01011564018820619,"score_gpt":0.2615999518887005,"score_spread":0.2514843117004943,"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."}}