{"id":"W3122796242","doi":"10.1111/poms.12394","title":"Product Launches and Buying Frenzies: A Dynamic Perspective","year":2015,"lang":"en","type":"preprint","venue":"Production and Operations Management","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Product (mathematics); Business; Marketing; Perspective (graphical); Production (economics); Advertising; New product development; Industrial organization; Microeconomics; Economics; 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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004048543,0.0002852535,0.0002512129,0.0003699631,0.000318723,0.002436309,0.0001290414,0.0000621397,0.00002557734],"category_scores_gemma":[0.0001145577,0.0002718131,0.00004084534,0.0001538012,0.00009217759,0.00252878,0.0009734926,0.0002090118,0.00006364571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000136108,"about_ca_system_score_gemma":0.00002438202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004438465,"about_ca_topic_score_gemma":0.0008549827,"domain_scores_codex":[0.9985453,0.000002266366,0.0002832204,0.0008303183,0.0001349215,0.0002039009],"domain_scores_gemma":[0.999231,0.000003035318,0.0001132664,0.0003679132,0.0002618389,0.00002298102],"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":[0.0001213409,0.0006368239,0.00145524,0.00422892,0.001033371,0.00001697968,0.002776689,0.05990081,0.00004436733,0.8190291,0.02694067,0.08381572],"study_design_scores_gemma":[0.001967066,0.0000779705,0.008906802,0.001200093,0.001462516,0.00004649884,0.07753631,0.2024508,0.00004285743,0.5231281,0.1790131,0.004167871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.903359,0.002692353,0.0005026773,0.009213645,0.002759884,0.002401476,0.00001340423,0.0003612753,0.07869627],"genre_scores_gemma":[0.991285,0.0005774061,0.001456653,0.0004432882,0.001059258,0.0001906327,0.0001472031,0.00003812553,0.004802379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2959009,"threshold_uncertainty_score":0.9999734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549137650262125,"score_gpt":0.2383049845161195,"score_spread":0.2128136080134983,"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."}}