{"id":"W2276488289","doi":"","title":"How to Turn Ideas into Products – Changing Business Models in the Automotive Industry","year":2004,"lang":"en","type":"article","venue":"","topic":"Business Strategies and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Berger (Canada)","funders":"","keywords":"Automotive industry; Business; Turn (biochemistry); Industrial organization; Manufacturing engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004233503,0.0001974282,0.0001562122,0.0005395298,0.0001876157,0.000973455,0.0003387407,0.0001293197,0.00001715793],"category_scores_gemma":[0.0001875806,0.0001354115,0.0000209925,0.005501342,0.00003217405,0.003367164,0.0001621148,0.0002657763,0.00003682563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005992657,"about_ca_system_score_gemma":0.00005785329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001896351,"about_ca_topic_score_gemma":0.0003185501,"domain_scores_codex":[0.9988148,0.000005666054,0.000199822,0.0003233179,0.0002829923,0.000373449],"domain_scores_gemma":[0.9988441,0.000008079182,0.0001120721,0.0002757697,0.0007532548,0.000006680927],"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":[0.00003260836,0.0002059228,0.0008196539,0.0003295666,0.00001554656,0.00002854538,0.001545566,0.03539861,0.0007980344,0.950674,0.003094056,0.007057901],"study_design_scores_gemma":[0.004638658,0.00005559866,0.1701345,0.001192106,0.0001083542,0.00003257906,0.05851374,0.0206932,0.001495253,0.6767391,0.0635976,0.002799295],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.792605,0.00003330402,0.01191056,0.1747549,0.0004807421,0.0007028945,5.853673e-7,0.0001703233,0.01934169],"genre_scores_gemma":[0.9877821,0.000001658015,0.0005396391,0.009918488,0.001361661,0.00005461475,0.00002049072,0.00002232431,0.0002990419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2739349,"threshold_uncertainty_score":0.9387048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02883807250875774,"score_gpt":0.2261306256931568,"score_spread":0.1972925531843991,"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."}}