{"id":"W4399933105","doi":"10.48550/arxiv.2407.01566","title":"A Parametric Contextual Online Learning Theory of Brokerage","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche; University of Ottawa","keywords":"Business; Knowledge management; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004764624,0.001190994,0.002210566,0.0009601529,0.0009890698,0.003081068,0.003872392,0.003263766,0.007840862],"category_scores_gemma":[0.02915086,0.0008260116,0.001127496,0.001460033,0.003266425,0.008800795,0.004144138,0.004179883,0.0008465484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002219066,"about_ca_system_score_gemma":0.001441581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002671654,"about_ca_topic_score_gemma":0.001885081,"domain_scores_codex":[0.9964813,0.001648481,0.0001264466,0.0009037687,0.0004810649,0.0003589356],"domain_scores_gemma":[0.9833496,0.01217858,0.001524628,0.001479253,0.0006821893,0.0007857126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002450899,0.000300418,0.002322593,0.0002228542,0.0001082929,0.0002050116,0.0003713749,0.5223215,0.0007875138,0.4308171,0.003194932,0.03910333],"study_design_scores_gemma":[0.00002238738,0.00005131065,0.0001925793,0.00001570085,0.00001671011,0.00002844058,0.00002950642,0.8169362,0.0001780363,0.1815851,0.000931415,0.00001264708],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0289313,0.0007651537,0.9628661,0.001484474,0.0000711234,0.00008089931,0.0001439004,0.0002249757,0.005431973],"genre_scores_gemma":[0.8644869,0.001117658,0.1247832,0.0004591441,0.0003318705,0.0002549696,0.0002780455,0.0001070154,0.00818123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007840862,"threshold_uncertainty_score":0.02623034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07908982252355216,"score_gpt":0.2482255076760259,"score_spread":0.1691356851524737,"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."}}