{"id":"W3007902803","doi":"10.1007/978-3-030-35032-1","title":"Analytics for the Sharing Economy: Mathematics, Engineering and Business Perspectives","year":2020,"lang":"en","type":"book","venue":"","topic":"Sharing Economy and Platforms","field":"Business, Management and Accounting","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ivey Foundation; Western University","funders":"","keywords":"Sharing economy; Analytics; Data science; Computer science; Knowledge management; Management science; Engineering; World Wide Web","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":[0.002282906,0.001229721,0.001059576,0.004025054,0.0009519287,0.01574613,0.001145407,0.001868806,0.01027555],"category_scores_gemma":[0.006983288,0.0005688567,0.000714542,0.009644491,0.003653337,0.02736023,0.004077412,0.003171009,0.004047159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002701644,"about_ca_system_score_gemma":0.002289091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003643801,"about_ca_topic_score_gemma":0.003372393,"domain_scores_codex":[0.9982294,0.0004066257,0.00009341862,0.0002182463,0.0009379701,0.0001144037],"domain_scores_gemma":[0.9952742,0.003199117,0.0001769496,0.0005008909,0.0006674878,0.0001813366],"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":[0.000009216655,0.00001506879,0.0002277519,0.0001040002,0.00001095257,0.00002894025,0.0001589202,0.002018047,0.0001544554,0.853469,0.06101996,0.08278377],"study_design_scores_gemma":[0.000001510482,0.00000643992,0.0002333228,0.0001736913,0.000006282118,0.00009663496,0.0002282596,0.009727268,0.0002229747,0.7851081,0.2041812,0.00001436166],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007766834,0.1568629,0.3733898,0.0582753,0.004232639,0.00008917404,0.001375995,0.002588897,0.3954185],"genre_scores_gemma":[0.3216018,0.1904437,0.1997959,0.005528079,0.01154672,0.0002935108,0.00378182,0.001698065,0.2653104],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01574613,"threshold_uncertainty_score":0.03437513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02779017379570401,"score_gpt":0.1975685042585565,"score_spread":0.1697783304628525,"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."}}