{"id":"W4255896057","doi":"10.1088/1757-899x/533/1/011001","title":"Preface","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Library science; Robotics; Control (management); Political science; Engineering ethics; Artificial intelligence; Engineering management; Management; Engineering; Computer science; Law; Robot","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":[0.001949464,0.0009777802,0.0008638178,0.00257954,0.002443873,0.004360419,0.001700603,0.001432382,0.4364798],"category_scores_gemma":[0.01000747,0.0003253384,0.0006437926,0.001894901,0.0006981328,0.003105453,0.002377573,0.002989392,0.3159742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001965051,"about_ca_system_score_gemma":0.003275255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002773617,"about_ca_topic_score_gemma":0.003045741,"domain_scores_codex":[0.9986827,0.0001852416,0.0001066217,0.0002421081,0.0006667277,0.0001166556],"domain_scores_gemma":[0.9944655,0.0006943172,0.0002006283,0.0004692948,0.003273979,0.0008962573],"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":[0.00002757282,0.00001572831,0.00008605998,0.0001186231,0.000002174141,0.00004104597,0.00007873386,0.00005047354,0.0001502676,0.003609016,0.9563612,0.03945899],"study_design_scores_gemma":[0.000002664883,0.00001320953,0.0001621649,0.00008286524,0.000001254381,0.00004956843,0.00005343385,0.00001887991,0.0000602423,0.001088041,0.9984645,0.000003264167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001963549,0.01540701,0.009631351,0.04167336,0.243431,0.0009564782,0.01620349,0.00261592,0.6681178],"genre_scores_gemma":[0.008120661,0.01005978,0.004577798,0.009132089,0.03701405,0.0005349775,0.01668012,0.001326081,0.9125544],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4364798,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023588393524541,"score_gpt":0.1845894231854289,"score_spread":0.1743535392501835,"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."}}