{"id":"W4309759147","doi":"10.1088/1742-6596/2369/1/011001","title":"Preface","year":2022,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Library science; Political science; Coronavirus disease 2019 (COVID-19); Event (particle physics); Medical education; Public relations; Medicine; Computer science; Law","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":[0.001905825,0.001172697,0.0008304473,0.002572101,0.002961572,0.004689127,0.001860207,0.001629282,0.4929436],"category_scores_gemma":[0.01248759,0.0003615506,0.00062349,0.00205483,0.0008304929,0.003571673,0.002527487,0.003506719,0.3591004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002008956,"about_ca_system_score_gemma":0.003009674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002916049,"about_ca_topic_score_gemma":0.002832964,"domain_scores_codex":[0.9986013,0.0002334119,0.00011906,0.0002925285,0.0006090873,0.0001445724],"domain_scores_gemma":[0.9944272,0.0009319304,0.0002442634,0.0004789332,0.003032458,0.0008850578],"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":[0.00003421608,0.00001746445,0.0001108868,0.0001330939,0.000002094832,0.00006207881,0.0001360248,0.00004759234,0.0001006604,0.003413026,0.9634112,0.03253163],"study_design_scores_gemma":[0.000003657888,0.00001504978,0.00021148,0.0001125715,0.000001187734,0.00007339614,0.0001223381,0.00001837802,0.00004889651,0.001272493,0.9981161,0.000004456511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002383429,0.01316108,0.007450245,0.03556569,0.175727,0.0009189358,0.01864723,0.002479134,0.7436673],"genre_scores_gemma":[0.01032269,0.00885644,0.004110692,0.01087745,0.02706842,0.0006460237,0.01943723,0.001317497,0.9173635],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4929436,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1335664153948432,"score_gpt":0.4619751292752795,"score_spread":0.3284087138804363,"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."}}