{"id":"W2067397577","doi":"10.1002/nav.20287","title":"Warranty claims modeling","year":2008,"lang":"en","type":"article","venue":"Naval Research Logistics (NRL)","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Warranty; Poisson distribution; Interval (graph theory); Poisson regression; Measure (data warehouse); Computer science; Compound Poisson process; Poisson process; Quarter (Canadian coin); Operations research; Actuarial science; Econometrics; Business; Statistics; Economics; Mathematics; Data mining","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001157374,0.0001524303,0.0002292041,0.0001363179,0.000809801,0.00005358257,0.0003787032,0.0001470226,0.0007424509],"category_scores_gemma":[0.01031474,0.00013882,0.00007481386,0.0005626488,0.0005562187,0.00006740254,0.0001332599,0.0006776969,0.0009274171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001809037,"about_ca_system_score_gemma":0.0002461052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005957672,"about_ca_topic_score_gemma":0.000009666528,"domain_scores_codex":[0.9972196,0.0001858278,0.0004463778,0.0003561697,0.001171124,0.0006208813],"domain_scores_gemma":[0.9961039,0.002023462,0.00005312476,0.0005124974,0.0009974766,0.0003095247],"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":[0.00002161778,0.000202602,0.00003897033,0.0000393954,0.00001178978,0.00002838151,0.0001059678,0.0004824526,0.0002169288,0.9756805,0.02228207,0.0008893816],"study_design_scores_gemma":[0.0002991514,0.00004620005,0.0001827089,0.00001815204,0.000008925942,0.00002270124,0.00008516332,0.3565335,0.0001967947,0.6403862,0.002075431,0.000145082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01156834,0.00003454818,0.9592267,0.0007664309,0.00006702341,0.0003767785,0.0002663718,0.0001803107,0.02751345],"genre_scores_gemma":[0.9673593,0.00008215586,0.03074031,0.00006061848,0.0001359803,0.00009405701,0.000102711,0.00002673253,0.001398109],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.955791,"threshold_uncertainty_score":0.9998505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.825661570677046,"score_gpt":0.5812108259919275,"score_spread":0.2444507446851185,"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."}}