{"id":"W4200150342","doi":"10.1088/1757-899x/1207/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Session (web analytics); Enthusiasm; Gratitude; Library science; Engineering; Pleasure; Political science; Operations research; Medical education; Public relations; Psychology; Computer science; Medicine; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001628275,0.001143249,0.000954589,0.002273872,0.003436023,0.004766996,0.001820458,0.002148057,0.5718259],"category_scores_gemma":[0.01101309,0.0004384713,0.0006999696,0.001997339,0.0007529251,0.003929596,0.00278186,0.003889687,0.4817127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002258277,"about_ca_system_score_gemma":0.002486892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004479081,"about_ca_topic_score_gemma":0.005012581,"domain_scores_codex":[0.9985889,0.0002191351,0.0001084435,0.0002622491,0.0006760853,0.0001453002],"domain_scores_gemma":[0.9945242,0.0007892625,0.0002047782,0.0005467859,0.003189007,0.0007458774],"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":[0.00001890465,0.00001032639,0.00005550082,0.00006283953,0.000001160532,0.00002625384,0.00005545003,0.00002176667,0.00006566924,0.002014864,0.9785307,0.01913664],"study_design_scores_gemma":[0.000002531615,0.00001048861,0.0001576762,0.0000632849,8.017198e-7,0.00003968388,0.00006287618,0.00001605398,0.00003261217,0.0006028511,0.9990078,0.000003388225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001155464,0.008328727,0.004413354,0.0422841,0.1572915,0.0006692556,0.01686414,0.002755918,0.7662374],"genre_scores_gemma":[0.004255304,0.00319877,0.001713776,0.008851532,0.01514274,0.0003825079,0.01198564,0.001056908,0.953413],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4281741,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009585788433415189,"score_gpt":0.1960072675655189,"score_spread":0.1864214791321037,"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."}}