{"id":"W7132885592","doi":"","title":"(Social) Pooling in Service, Capacity, and Demand","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Sharing Economy and Platforms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pooling; Popularity; Intuition; Flexibility (engineering); Shared resource; Sharing economy; Social network (sociolinguistics)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006997908,0.0004880122,0.0006169416,0.0007687292,0.0004882593,0.0008560061,0.0002923344,0.0005376574,0.0003458612],"category_scores_gemma":[0.0001084331,0.0005539252,0.00009367285,0.001192833,0.00003077233,0.001066869,0.000200543,0.0006069994,0.00112679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005628739,"about_ca_system_score_gemma":0.00004241087,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01387562,"about_ca_topic_score_gemma":0.02573058,"domain_scores_codex":[0.9980237,0.000009904533,0.0005176163,0.0006481035,0.0002156534,0.000585034],"domain_scores_gemma":[0.9990111,0.0001082988,0.0005043694,0.0001972563,0.0001531784,0.00002582176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00124246,0.0005594276,0.6660618,0.05790567,0.001173835,0.0003750857,0.1717796,0.001278689,0.0008161916,0.04684598,0.01081987,0.04114134],"study_design_scores_gemma":[0.003401889,0.0000233577,0.8192747,0.003978646,0.0006327888,0.000006965872,0.07511936,0.02782443,0.0001409367,0.02711835,0.03934781,0.003130735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726577,0.000373919,0.000005283336,0.001132998,0.0009685903,0.0004310295,0.000002498705,0.0001304993,0.02429751],"genre_scores_gemma":[0.9865327,0.0002597619,0.00002535229,0.0009026207,0.001323093,0.00004406677,0.0005060575,0.0001086543,0.01029769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1532129,"threshold_uncertainty_score":0.9996912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04993842246921938,"score_gpt":0.3000969490992773,"score_spread":0.2501585266300579,"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."}}