{"id":"W1947733994","doi":"10.1002/9781118802366.ch6","title":"Recent Trends in Manufacturing Innovation Policy for the Automotive Sector","year":2015,"lang":"en","type":"other","venue":"","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Automotive industry; Commercialization; Industrial organization; German; Business; Position (finance); Relevance (law); Manufacturing; Manufacturing engineering; Engineering; Marketing; Political science; Finance","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003033916,0.0001367608,0.0002331208,0.00133553,0.0000235722,0.00002978534,0.0001738416,0.0001313228,0.002266206],"category_scores_gemma":[0.00009613886,0.0001058151,0.00003445207,0.000583784,0.00002156202,0.00003841318,0.00003308672,0.00008436543,0.0002226718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003431286,"about_ca_system_score_gemma":0.00008840634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009557809,"about_ca_topic_score_gemma":0.0007022275,"domain_scores_codex":[0.9991605,0.000003368013,0.0003384715,0.0002638767,0.00003950152,0.0001943109],"domain_scores_gemma":[0.9994943,0.00003119755,0.0002441385,0.0001776616,0.00002916367,0.00002355269],"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":[0.000005246897,0.00001817966,0.0002337648,0.000008109198,0.0000284573,3.916557e-7,0.0001119578,0.00002125448,5.801089e-8,0.06585073,0.8935715,0.04015035],"study_design_scores_gemma":[0.0002576079,0.00001351679,0.005612235,0.0000148559,8.649008e-7,4.189629e-7,0.00002804613,0.00007599615,0.00001579855,0.01047077,0.9833666,0.0001432724],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001046943,0.001263853,0.0007665624,0.003450075,0.0003360175,0.0002742553,0.0001085856,0.00003635952,0.9936596],"genre_scores_gemma":[0.001449815,0.0009719049,0.0004482897,0.0008903951,0.0003535959,0.00009279291,0.0001144104,0.00009849748,0.9955803],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08979513,"threshold_uncertainty_score":0.9986458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09123684950123258,"score_gpt":0.2934670420660153,"score_spread":0.2022301925647828,"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."}}