{"id":"W2277283878","doi":"10.2139/ssrn.2693939","title":"Product Design Outsourcing in Competitive Markets","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Alberta","funders":"","keywords":"Business; Outsourcing; Product design; Industrial organization; Product (mathematics); Commerce; Competitive advantage; New product development; Marketing","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":[0.003489548,0.0001383314,0.0001497015,0.0003335581,0.0001155706,0.0001933935,0.0001836021,0.0000449218,0.00002897317],"category_scores_gemma":[0.0002131553,0.0001242107,0.0000305491,0.0007354619,0.00002844391,0.001422912,0.00003815933,0.0009549621,0.000108015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003890273,"about_ca_system_score_gemma":0.0007308825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001407851,"about_ca_topic_score_gemma":0.0003255022,"domain_scores_codex":[0.9981263,0.00003262775,0.0002751999,0.0001756678,0.0002256627,0.001164583],"domain_scores_gemma":[0.9993469,0.00001532238,0.0002085654,0.00009573227,0.0003232736,0.00001020031],"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":[0.0004015939,0.0001441737,0.02696248,0.00002698308,0.00005162444,0.00002061202,0.00009437165,0.001815704,0.000277883,0.9482671,0.001013731,0.02092371],"study_design_scores_gemma":[0.00445488,0.0001073568,0.04988319,0.0002135212,0.00006892868,0.0003217105,0.008167204,0.00773734,0.0001821577,0.8980513,0.02992109,0.0008913697],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7205911,0.003285482,0.1350694,0.01658402,0.002391682,0.001062584,6.740923e-7,0.0002862744,0.1207289],"genre_scores_gemma":[0.9977871,0.00006106115,0.0001429543,0.0003671549,0.00122856,0.000005246711,0.000005471537,0.00002031166,0.0003821704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.277196,"threshold_uncertainty_score":0.5065165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02859717615642492,"score_gpt":0.2289991623376295,"score_spread":0.2004019861812046,"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."}}