{"id":"W4239657228","doi":"10.1088/1755-1315/728/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Beijing; China; Library science; Political science; Sustainable development; Public relations; Medical education; Medicine; Computer 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":[0.001652636,0.001155013,0.0008445064,0.002358102,0.00347293,0.004338617,0.001730643,0.001710227,0.5384017],"category_scores_gemma":[0.009067466,0.0003612935,0.0006630041,0.002068305,0.0008019995,0.003663626,0.002748201,0.003162237,0.3665296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002004926,"about_ca_system_score_gemma":0.003084504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003849548,"about_ca_topic_score_gemma":0.003954633,"domain_scores_codex":[0.9987207,0.0001988122,0.0001051024,0.0002688459,0.0005675848,0.0001388833],"domain_scores_gemma":[0.9958078,0.000608763,0.0001600746,0.0003841555,0.002409211,0.0006300754],"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":[0.00004461941,0.0000241764,0.0001489,0.0001408915,0.000002486483,0.00007505104,0.0001773238,0.00005677454,0.0001467788,0.004451607,0.9546664,0.04006495],"study_design_scores_gemma":[0.000003683327,0.00001546916,0.0002386238,0.00008574472,0.000001272352,0.0000646464,0.0001541896,0.00002090914,0.00006059991,0.001148574,0.9982018,0.000004391149],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002515579,0.007913405,0.006843246,0.02164135,0.103821,0.001060826,0.01881027,0.00249388,0.8349006],"genre_scores_gemma":[0.009946697,0.005267723,0.003834325,0.006848098,0.01306009,0.0006513472,0.01940409,0.0012134,0.9397742],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5384017,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01857961584384111,"score_gpt":0.2366860941489143,"score_spread":0.2181064783050732,"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."}}