{"id":"W4402442179","doi":"10.69554/vntn7431","title":"Crossed signals: The negative effects of manufacturer warranty length on brand share in an independent retail channel","year":2024,"lang":"en","type":"article","venue":"Applied marketing analytics","topic":"Firm Innovation and Growth","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Alberta","funders":"","keywords":"Warranty; Business; Channel (broadcasting); Advertising; Marketing; Telecommunications; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.001899887,0.000183742,0.0003460799,0.0003260919,0.00008765043,0.000135623,0.0002407025,0.0001299495,0.0001848341],"category_scores_gemma":[0.0003002682,0.000155362,0.0000826666,0.0005965366,0.00006870818,0.00008561229,0.0000462149,0.0003988771,0.00005732465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007502176,"about_ca_system_score_gemma":0.00002185554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003972887,"about_ca_topic_score_gemma":0.00003313977,"domain_scores_codex":[0.9986154,0.00004570528,0.000574733,0.0004264233,0.00009100785,0.0002466767],"domain_scores_gemma":[0.99858,0.0008200984,0.0002181624,0.0003082381,0.00003254745,0.00004094311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.003063606,0.001822621,0.03978106,0.007221892,0.001917527,0.0001983292,0.03100056,0.02186919,0.003448616,0.8273991,0.01357544,0.04870206],"study_design_scores_gemma":[0.006542204,0.0005698064,0.4965429,0.001456181,0.0001346807,0.000006789617,0.002852282,0.2747648,0.0324086,0.1698647,0.0125533,0.00230374],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959373,0.0005863176,0.001068096,0.0009498114,0.0003389027,0.0006054436,0.0001201329,0.00007509818,0.03688323],"genre_scores_gemma":[0.9988483,0.00004976702,0.00005851219,0.0004636878,0.00007575279,0.00002852175,0.00002404866,0.00003024683,0.0004211346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6575344,"threshold_uncertainty_score":0.6335479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02778422514719623,"score_gpt":0.2357067898169425,"score_spread":0.2079225646697462,"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."}}