{"id":"W4366577985","doi":"10.1088/1755-1315/1165/1/011001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Climate Change and Environmental Impact","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Natural (archaeology); Environmental science; Sustainability; Global warming; Greenhouse gas; Agriculture; Natural disaster; Environmental protection; Natural resource economics; Geography; Environmental resource management; Environmental planning; Ecology; Meteorology","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":[0.001408123,0.001055858,0.0007837695,0.001863283,0.003108144,0.00430085,0.001581952,0.001730855,0.5237697],"category_scores_gemma":[0.007688608,0.000320797,0.0006423432,0.001579667,0.0008354608,0.003543928,0.002741917,0.003197181,0.3539331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002133752,"about_ca_system_score_gemma":0.002950303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003459606,"about_ca_topic_score_gemma":0.003770431,"domain_scores_codex":[0.9987811,0.0001725874,0.0000915758,0.0002645548,0.0005341627,0.0001560705],"domain_scores_gemma":[0.9966537,0.0004245767,0.0001336926,0.0003120838,0.001808125,0.0006678344],"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":[0.00003815436,0.00002505823,0.000197807,0.0001271628,0.000002825344,0.00009729261,0.0001977425,0.00005667969,0.0001833328,0.007545172,0.9490417,0.04248708],"study_design_scores_gemma":[0.000002885343,0.00001336419,0.0002681637,0.00007600791,0.000001042555,0.00008464397,0.0001285592,0.00002180679,0.00005566821,0.001258854,0.9980854,0.000003506227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002360007,0.008954124,0.004826087,0.0276393,0.1226091,0.0005449043,0.009358965,0.001300884,0.8224066],"genre_scores_gemma":[0.009016104,0.004623618,0.002033347,0.006296209,0.01300541,0.0002758534,0.007246975,0.0006817275,0.9568207],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4762303,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03273274766494502,"score_gpt":0.2359166370088967,"score_spread":0.2031838893439517,"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."}}