{"id":"W1581555010","doi":"","title":"Driving Profitable Growth at US Auto Parts","year":2011,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Technician; Automotive industry; Agency (philosophy); Business; Marketing; Industrial organization; Business model; Commerce; Engineering","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":[0.0005588788,0.0002578982,0.00007928193,0.0007393837,0.002131233,0.003939114,0.0002643714,0.001185887,0.01164056],"category_scores_gemma":[0.002541667,0.0001396433,0.0001519391,0.0005865422,0.0008619829,0.001653746,0.001963387,0.001250686,0.002646566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003141251,"about_ca_system_score_gemma":0.004513465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01719209,"about_ca_topic_score_gemma":0.04049277,"domain_scores_codex":[0.999561,0.00005630036,0.000007330612,0.00003762403,0.0001991747,0.0001384785],"domain_scores_gemma":[0.9990526,0.0001198223,0.0001020539,0.00004333162,0.000327998,0.0003541813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001047187,0.0003190775,0.07461166,0.0001264924,0.00002480004,0.00249677,0.003426963,0.004562982,0.007270197,0.2386551,0.3710029,0.2973982],"study_design_scores_gemma":[0.00002454203,0.0001671291,0.05349153,0.0003073703,0.00002060219,0.000901613,0.01093077,0.01146877,0.007342319,0.04796398,0.8673368,0.0000446281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.365772,0.001193292,0.004145523,0.04898575,0.000384958,0.00004833913,0.0002145984,0.0004115516,0.578844],"genre_scores_gemma":[0.9624187,0.0009959844,0.001341017,0.001704739,0.00007232765,0.00001318806,0.00009715573,0.00006557444,0.03329147],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01719209,"threshold_uncertainty_score":0.0389415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01797312903803186,"score_gpt":0.210985123417627,"score_spread":0.1930119943795952,"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."}}