{"id":"W4229665373","doi":"10.11647/obp.0204.18","title":"Matching","year":2020,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009834416,0.0003719232,0.0009469743,0.0001792783,0.0001439428,0.002790191,0.00166125,0.0003779941,0.01260644],"category_scores_gemma":[0.0000571608,0.0004537357,0.0002411857,0.00004357571,0.00006906433,0.002152201,0.0005747515,0.0006034648,0.01145708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001483668,"about_ca_system_score_gemma":0.00006504301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002636644,"about_ca_topic_score_gemma":0.00001461435,"domain_scores_codex":[0.997936,0.00001375073,0.0008610993,0.0008292808,0.00006048691,0.0002994234],"domain_scores_gemma":[0.9981843,0.00005621953,0.0008576855,0.0006626078,0.00003088084,0.0002083302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001094045,0.000005352516,0.0000188393,0.00004354746,0.0001085968,0.00001378619,0.0002589373,0.000003750477,4.475723e-7,0.8404565,0.1587852,0.0002941032],"study_design_scores_gemma":[0.0001827843,0.00002451406,0.000003965404,0.00007854294,0.000006935451,0.00000392691,0.00003527847,0.000005944118,7.56202e-7,0.3625266,0.6367911,0.0003396544],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000009024853,0.001922837,0.0001532649,0.001831341,0.001181794,0.0005804021,0.0001531197,0.00009170174,0.9940765],"genre_scores_gemma":[0.004786614,0.00003506042,0.000210265,0.002873806,0.0004400355,0.0000236279,0.0001056659,0.0001514434,0.9913735],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4780059,"threshold_uncertainty_score":0.9997914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06145682647873667,"score_gpt":0.2251593110491737,"score_spread":0.1637024845704371,"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."}}