{"id":"W4380368908","doi":"10.1088/1755-1315/1190/1/011001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Edcuational Technology Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental planning; Sustainability; Environmental resource management; Climate change; Geography; Government (linguistics); Political science; Business; Environmental 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003407065,0.0001050592,0.00009160428,0.0001280282,0.000362633,0.0001844408,0.0007908192,0.00004320489,0.0000327157],"category_scores_gemma":[0.00003211339,0.00009581148,0.00001433946,0.0006014366,0.001141879,0.001312938,0.0006171079,0.0000840693,0.0003657411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001886713,"about_ca_system_score_gemma":0.00006236549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000126492,"about_ca_topic_score_gemma":0.00001085539,"domain_scores_codex":[0.9986381,0.00001778246,0.0001235997,0.0004564899,0.0004059592,0.0003581044],"domain_scores_gemma":[0.9994259,0.0000246099,0.00004323041,0.0003647709,0.000009179561,0.0001322842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000005741657,0.00003227079,0.007496929,0.00001349432,0.000007283259,0.00003362752,0.001781283,0.00008258071,0.6701548,0.2340437,0.0001991319,0.08614923],"study_design_scores_gemma":[0.0003587276,0.0003298519,0.5589995,0.00003474303,0.000003495572,0.0002010551,0.001700844,0.026125,0.3791164,0.01105492,0.02145309,0.0006223202],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932758,0.00004620396,0.001728151,0.001488282,0.0002071322,0.0001248921,0.000006118956,0.0003158875,0.002807574],"genre_scores_gemma":[0.9955294,0.0001251679,0.00252629,0.00007956868,0.00001307199,0.00001403197,0.000002938137,0.000003061563,0.001706459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5515026,"threshold_uncertainty_score":0.4700985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01852671342566316,"score_gpt":0.2147806071524393,"score_spread":0.1962538937267761,"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."}}