{"id":"W4301038897","doi":"10.1088/1755-1315/1048/1/011001","title":"Preface","year":2022,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Coronavirus disease 2019 (COVID-19); Geography; Political science; Library science; Environmental protection; Archaeology; 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":[],"consensus_categories":[],"category_scores_codex":[0.00172026,0.001042173,0.0007552404,0.002606755,0.002527226,0.004033116,0.001377018,0.001295844,0.5467099],"category_scores_gemma":[0.00927943,0.0003137328,0.0005613682,0.001951574,0.0005412617,0.00306847,0.002190737,0.002820155,0.4079653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00172326,"about_ca_system_score_gemma":0.002587257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003465741,"about_ca_topic_score_gemma":0.003651401,"domain_scores_codex":[0.999012,0.0001396147,0.00007397735,0.0001788246,0.0004868714,0.0001087686],"domain_scores_gemma":[0.9944572,0.0006717237,0.0001740524,0.0003328189,0.003367837,0.0009963457],"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":[0.00002365613,0.00001403665,0.00006627943,0.00008669135,0.000001056259,0.00003195264,0.00005526305,0.00003352545,0.00009670999,0.001545896,0.9719414,0.0261036],"study_design_scores_gemma":[0.000002674998,0.00001172958,0.0002057133,0.00008174335,8.107016e-7,0.00003784382,0.00006982749,0.00001484016,0.00004277202,0.0006420782,0.9988869,0.000003105035],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001768195,0.009393752,0.005705036,0.02997311,0.2248365,0.001226271,0.0223208,0.002115214,0.7026611],"genre_scores_gemma":[0.005374218,0.005735345,0.002323332,0.006792035,0.02504552,0.0006110115,0.01732079,0.0009205816,0.9358772],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5467099,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158307794776298,"score_gpt":0.1822054835221893,"score_spread":0.1706224055744264,"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."}}