{"id":"W4386018529","doi":"10.1016/j.tre.2023.103250","title":"Extended warranty service provision: A strategic analysis for the E-commerce platform supply chain","year":2023,"lang":"en","type":"article","venue":"Transportation Research Part E Logistics and Transportation Review","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"China Scholarship Council; National Social Science Fund of China; National Office for Philosophy and Social Sciences; National Natural Science Foundation of China","keywords":"Warranty; Supply chain; Channel (broadcasting); Service (business); Stackelberg competition; Business; Pareto principle; Underwriting; Service provider; Computer science; Microeconomics; Actuarial science; Economics; Marketing; Telecommunications; Operations management","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":[0.002642023,0.0002629461,0.0004489998,0.0004860091,0.0006806579,0.0002176222,0.0003523168,0.00007985234,0.0005600556],"category_scores_gemma":[0.00005599912,0.0001937355,0.0002403401,0.003890635,0.0001475387,0.0004015537,0.000007320533,0.0002546958,0.00009341448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001841254,"about_ca_system_score_gemma":0.00004895935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008684236,"about_ca_topic_score_gemma":0.006104198,"domain_scores_codex":[0.9973076,0.00003465027,0.0007727559,0.000527338,0.0008114758,0.0005461799],"domain_scores_gemma":[0.9982222,0.0003941793,0.0002233669,0.0003880756,0.0007192286,0.00005297047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003411688,0.0003601009,0.02173605,0.03070565,0.00145242,0.0000840951,0.0008391846,0.008888499,0.00002864356,0.8782996,0.03496294,0.02230164],"study_design_scores_gemma":[0.001627173,0.00008717427,0.2954066,0.001082677,0.00288239,2.426218e-7,0.003051954,0.06740863,0.000004892013,0.01626098,0.6115406,0.0006466255],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2824986,0.09772473,0.14879,0.3538296,0.004665284,0.07895616,0.006906761,0.004872425,0.02175654],"genre_scores_gemma":[0.9478494,0.0359386,0.0001256965,0.005121009,0.0003479242,0.001614605,0.008259964,0.00005270328,0.000690076],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8620386,"threshold_uncertainty_score":0.7900304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2248535155111943,"score_gpt":0.3709740646419236,"score_spread":0.1461205491307292,"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."}}