{"id":"W4391809643","doi":"10.1007/978-3-031-43296-5_2","title":"Customer Valuation Theory","year":2024,"lang":"en","type":"book-chapter","venue":"Palgrave executive essentials","topic":"Customer churn and segmentation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Valuation (finance); Business; Accounting","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":["insufficient_payload"],"category_scores_codex":[0.0007779234,0.0006037392,0.0005575106,0.0009061506,0.0001900821,0.0005994379,0.0002778778,0.000357097,0.005660785],"category_scores_gemma":[0.00004956399,0.0005695302,0.0004216235,0.0001724751,0.0001586065,0.0002523536,0.0002498893,0.0004158919,0.02644552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001129494,"about_ca_system_score_gemma":0.00004606576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004940871,"about_ca_topic_score_gemma":0.00002749525,"domain_scores_codex":[0.9975099,0.00001401976,0.0006171992,0.0007517447,0.0007475126,0.0003596384],"domain_scores_gemma":[0.9985921,0.00009643749,0.0005292569,0.0003856721,0.0003717346,0.00002477805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004493483,0.00001135267,0.00001368406,0.000312258,0.0003128923,0.00004789745,0.0001044714,0.000005115152,0.0005455272,0.9744665,0.01974048,0.004394872],"study_design_scores_gemma":[0.0002417375,0.000005164845,0.00005497685,0.0002963693,0.000841685,0.000003170763,0.000108282,0.00009809835,0.0001885961,0.6686614,0.3289594,0.0005410981],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005706523,0.001215028,0.001199933,0.0002792872,0.002976852,0.0007389324,0.00003836533,0.0003227001,0.9931718],"genre_scores_gemma":[0.1827261,0.0002240061,0.00004319692,0.001362329,0.005691253,0.00006959748,0.001203156,0.0002541844,0.8084262],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3092189,"threshold_uncertainty_score":0.9996756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03030429352902429,"score_gpt":0.2611818518273556,"score_spread":0.2308775582983313,"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."}}