{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002114913,0.0002791753,0.0003222011,0.001234062,0.00230852,0.004465015,0.0005170521,0.001295656,0.02502219],"category_scores_gemma":[0.004469186,0.0002296348,0.0004145962,0.0021577,0.002241133,0.004707847,0.002239336,0.0008628096,0.002331676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003106179,"about_ca_system_score_gemma":0.005328358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006443864,"about_ca_topic_score_gemma":0.01161073,"domain_scores_codex":[0.99831,0.0005809447,0.00004595193,0.0001126653,0.0004205014,0.0005300328],"domain_scores_gemma":[0.996341,0.001709023,0.0003646379,0.000350488,0.0004900356,0.0007447322],"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":[0.0008822736,0.0005845085,0.02768556,0.0005827334,0.00004221034,0.001437652,0.01026276,0.00828124,0.002892135,0.7064294,0.01469374,0.2262257],"study_design_scores_gemma":[0.0003876156,0.0009599339,0.09418043,0.000932177,0.0001246918,0.002168868,0.06951683,0.03580036,0.005492968,0.5685529,0.2217634,0.0001198596],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6075681,0.002673732,0.01453364,0.005685761,0.0001045704,0.000112189,0.0001202892,0.00006852185,0.3691332],"genre_scores_gemma":[0.9788764,0.001008866,0.001504275,0.0001293645,0.00003292957,0.00001963436,0.00004759006,0.00001378964,0.0183672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02502219,"threshold_uncertainty_score":0.08370751,"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."}}