{"id":"W4382068718","doi":"10.4236/ti.2023.143008","title":"Review of Disruptive Technology in Automotive Manufactruring","year":2023,"lang":"en","type":"article","venue":"Technology and Investment","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automotive industry; Manufacturing engineering; Business; Industrial organization; Process (computing); Revenue; Automation; Computer science; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009132313,0.0007720815,0.0009285649,0.005147011,0.0004948449,0.001725981,0.0008517478,0.001264794,0.004578291],"category_scores_gemma":[0.002068131,0.0004010152,0.0007050718,0.00631619,0.000581208,0.001786327,0.0006393004,0.0009830971,0.001353761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227729,"about_ca_system_score_gemma":0.002741648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004381679,"about_ca_topic_score_gemma":0.005676638,"domain_scores_codex":[0.9993228,0.0001450076,0.0001311404,0.00009491291,0.0002569312,0.00004920013],"domain_scores_gemma":[0.9974426,0.001587374,0.0003121504,0.00005436722,0.0005312334,0.00007231588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007613833,0.00009224468,0.0008787978,0.07666328,0.000155817,0.0005300175,0.0005144796,0.0008340056,0.001440457,0.01096267,0.04518535,0.8626668],"study_design_scores_gemma":[0.000004139078,0.0001118686,0.003005434,0.02419264,0.0001633641,0.001191074,0.0002963987,0.0001257702,0.0005271637,0.001630785,0.9687298,0.00002162802],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002021991,0.9979189,0.00009239684,0.0001871238,0.0001876401,0.000003195798,0.00001286267,0.000002910487,0.001392854],"genre_scores_gemma":[0.001316691,0.9978648,0.00009761332,0.0001482156,0.0001503452,0.000003095838,0.00001998975,0.000001223232,0.0003980564],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005147011,"threshold_uncertainty_score":0.01531589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01281147801010026,"score_gpt":0.2414763823075292,"score_spread":0.2286649042974289,"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."}}