{"id":"W4411656958","doi":"10.51847/jmx3v2wer8","title":"10.51847/jMx3v2weR8","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Customer churn and segmentation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009141774,0.00009452057,0.00009022549,0.000115238,0.0000845059,0.0001573538,0.0001237783,0.00002727234,0.9919897],"category_scores_gemma":[0.00001206548,0.00009275651,0.00003908328,0.0002975617,0.00001121751,0.0004324288,0.00003203807,0.00004088204,0.9907665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001642416,"about_ca_system_score_gemma":0.000004637679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007544317,"about_ca_topic_score_gemma":5.789865e-7,"domain_scores_codex":[0.9994007,0.000003293487,0.0001209465,0.000152425,0.0001481763,0.0001743999],"domain_scores_gemma":[0.9997752,0.000008398106,0.00002820354,0.0001378316,0.000036679,0.00001370128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004217327,0.00003175624,0.000003241037,0.00001007584,0.000006601086,0.000003001329,0.00000594066,0.00004605851,0.0001081849,0.00001592515,0.09561718,0.9041099],"study_design_scores_gemma":[0.0002211262,0.000007335723,0.0003243998,0.000008135225,0.00001641528,7.560545e-7,0.000002512413,0.0005811046,0.000007670405,0.00000988881,0.9986896,0.0001310379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007164077,0.00001216757,0.000001323058,0.0005199829,0.000006761212,0.0001305127,0.000001285459,0.0001540177,0.9920099],"genre_scores_gemma":[0.00345082,1.302481e-7,0.00002923214,0.0009190739,0.0005847391,0.00001061816,0.00004961519,0.00001761494,0.9949381],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9039788,"threshold_uncertainty_score":0.3782501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00841304028371737,"score_gpt":0.178958497447153,"score_spread":0.1705454571634356,"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."}}