{"id":"W4247891029","doi":"10.1088/1757-899x/787/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Industrial Technology and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Engineering; Automotive industry; Engineering management; Aeronautics; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001488643,0.001198119,0.0009018377,0.00223325,0.002816983,0.005588891,0.001840099,0.00193913,0.5795914],"category_scores_gemma":[0.006855965,0.0003769003,0.0007836811,0.001831544,0.0006361721,0.004482518,0.002759208,0.003079082,0.4472956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001928313,"about_ca_system_score_gemma":0.003046986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003417819,"about_ca_topic_score_gemma":0.003867903,"domain_scores_codex":[0.9987172,0.000152177,0.00009735036,0.000259354,0.0006192818,0.0001545725],"domain_scores_gemma":[0.9961259,0.0003516417,0.0001257853,0.0003045608,0.00236748,0.0007247624],"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":[0.00002742384,0.00001747244,0.0001024952,0.0001147541,0.000002355208,0.00005590222,0.00007114463,0.00004971355,0.0001532246,0.003228084,0.9528409,0.04333671],"study_design_scores_gemma":[0.000002932027,0.00001198526,0.0001550667,0.00007447991,0.00000135794,0.00006049771,0.00008441241,0.00002807238,0.00005771086,0.0008847749,0.9986343,0.000004297503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001489945,0.009810761,0.007161208,0.02668159,0.1424825,0.0007672556,0.01077759,0.002534001,0.798295],"genre_scores_gemma":[0.005495889,0.005653128,0.00248202,0.006471276,0.01388078,0.000309054,0.01109433,0.0008577214,0.9537559],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5795914,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802050282911479,"score_gpt":0.1874911771316057,"score_spread":0.1694706743024909,"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."}}