{"id":"W4285174338","doi":"10.1007/978-981-19-0957-3_8","title":"Matching Theory","year":2022,"lang":"en","type":"book-chapter","venue":"Texts and readings in mathematics","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Combinatorics; Disjoint sets; Pairwise comparison; Matching (statistics); Mathematics; Graph; Discrete mathematics; Statistics","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":[0.0003881842,0.0007841386,0.0008044932,0.001870336,0.001839591,0.003283415,0.001418351,0.001324994,0.07122367],"category_scores_gemma":[0.001526836,0.000500364,0.0005968858,0.003184551,0.001987138,0.006534698,0.001657552,0.002536655,0.02517938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002042426,"about_ca_system_score_gemma":0.0007297199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001348831,"about_ca_topic_score_gemma":0.001160053,"domain_scores_codex":[0.9994333,0.0001283877,0.00001917724,0.0001424445,0.0002075755,0.00006912026],"domain_scores_gemma":[0.9997035,0.00009987294,0.00001763003,0.00008957078,0.00006292597,0.00002647712],"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":[0.000005924556,0.00001092038,0.00003071078,0.00003773562,0.000003316546,0.00001136379,0.00007159685,0.000199039,0.0001242667,0.9470853,0.03054572,0.02187409],"study_design_scores_gemma":[0.000002902114,0.000003541294,0.00005428099,0.00001798436,0.00000391486,0.00004368465,0.00004167794,0.0005426381,0.0001475154,0.8782933,0.1208454,0.000003091132],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003102635,0.004237724,0.05736553,0.003121776,0.0005903023,0.00004477324,0.000511292,0.0003526739,0.9306732],"genre_scores_gemma":[0.125319,0.006244961,0.02466758,0.002150068,0.001235104,0.0001632983,0.001526328,0.0005503903,0.8381433],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07122367,"threshold_uncertainty_score":0.2382669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02300062573076536,"score_gpt":0.2791497119249844,"score_spread":0.2561490861942191,"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."}}