{"id":"W4283827101","doi":"10.1088/1757-899x/1244/1/011001","title":"Preface","year":2022,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Advanced Technology in Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aerospace; Presentation (obstetrics); Automotive industry; Library science; Engineering; Face (sociological concept); Aeronautics; Political science; Sociology; Computer science; Social science; Medicine","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":[0.001605954,0.001046795,0.0007899115,0.002376891,0.002460993,0.004806832,0.00149126,0.001407308,0.5150952],"category_scores_gemma":[0.009490463,0.0003234686,0.000619888,0.001727723,0.0005912458,0.003180468,0.002284403,0.002986877,0.3894013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001781794,"about_ca_system_score_gemma":0.002574578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00224318,"about_ca_topic_score_gemma":0.002729657,"domain_scores_codex":[0.9987825,0.0001540133,0.00008618774,0.0002155817,0.0006364101,0.0001253903],"domain_scores_gemma":[0.994355,0.000624313,0.0001956818,0.0003862661,0.003361427,0.001077311],"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":[0.00002588456,0.00001752396,0.00009132477,0.0001039056,0.000001613852,0.00004026156,0.00006644506,0.0000447954,0.0001382919,0.002084442,0.9621419,0.03524373],"study_design_scores_gemma":[0.000002906636,0.00001552726,0.0002302333,0.00009586979,0.000001132054,0.00005703372,0.00007303405,0.00002043416,0.0000610917,0.0009054838,0.9985334,0.000003824003],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001863471,0.01196877,0.00608667,0.03063719,0.2326593,0.0008388509,0.0128911,0.002324818,0.7007299],"genre_scores_gemma":[0.006730755,0.007532602,0.002840159,0.00713471,0.03173772,0.0004110008,0.01178417,0.001013843,0.9308151],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4849048,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01148650260534457,"score_gpt":0.216764872319203,"score_spread":0.2052783697138584,"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."}}