{"id":"W4233132141","doi":"10.1108/978-1-80043-526-120211019","title":"Streaming Value","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Customer churn and segmentation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Value (mathematics); Business; 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":[0.0002588918,0.0004981566,0.0002874136,0.0009930861,0.0007091664,0.004061019,0.0007949058,0.0008502622,0.2433737],"category_scores_gemma":[0.001428394,0.0002284557,0.0002293687,0.001691957,0.0005387705,0.004113493,0.001306621,0.001143426,0.0858875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009168678,"about_ca_system_score_gemma":0.0007097238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002128996,"about_ca_topic_score_gemma":0.002920505,"domain_scores_codex":[0.999726,0.00002373171,0.000007383036,0.00004373005,0.0001714611,0.0000276279],"domain_scores_gemma":[0.9996903,0.00006707443,0.00001483609,0.00008124416,0.00009452283,0.00005217533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004128869,0.000031009,0.0001782151,0.0001012872,0.000005099657,0.00007977647,0.0001991622,0.0005608919,0.001125004,0.2192697,0.3692829,0.4091257],"study_design_scores_gemma":[0.000004788591,0.00001321717,0.0002739536,0.00005829087,0.000002979014,0.0001237236,0.00008473859,0.001073388,0.0005102463,0.05237423,0.9454717,0.000008660671],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001127971,0.0009559988,0.009471144,0.0009368928,0.0005511988,0.00003917573,0.0004787615,0.0006719464,0.9857669],"genre_scores_gemma":[0.01775269,0.001564425,0.00415962,0.0003729613,0.0004459273,0.00003453463,0.0008957168,0.0003244565,0.9744498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2433737,"threshold_uncertainty_score":0.8141662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341331682582909,"score_gpt":0.2185190756526941,"score_spread":0.195105758826865,"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."}}