{"id":"W4231171947","doi":"10.1088/1755-1315/726/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Advanced Technologies in Various Fields","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Desertification; Natural resource; Water resources; Environmental planning; Sustainable development; Sustainability; Resource (disambiguation); Human resources; Political science; Business; Environmental resource management; Environmental protection; Geography; Environmental science; Ecology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001163796,0.0001299556,0.0001124469,0.00004441676,0.0003672374,0.0002483118,0.0008413818,0.00006022697,0.00009437187],"category_scores_gemma":[0.0000651419,0.0001235403,0.00001899753,0.000342149,0.001279195,0.00151119,0.001347603,0.0001610566,0.00003492335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002574303,"about_ca_system_score_gemma":0.0001137326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000455297,"about_ca_topic_score_gemma":0.00001485966,"domain_scores_codex":[0.998547,0.00001523722,0.0001236481,0.000590381,0.0003281458,0.0003955944],"domain_scores_gemma":[0.9991566,0.0000207276,0.00004307779,0.0006253446,0.00001616587,0.0001381113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004573349,0.00005069409,0.0008535661,0.000007792481,0.000004687086,0.00009113921,0.0008093092,0.00005180073,0.509431,0.2182329,0.00002502982,0.2704375],"study_design_scores_gemma":[0.0001677419,0.0001442218,0.0170694,0.00001280044,0.000002220604,0.0002879038,0.0008683667,0.001861064,0.9546738,0.0114182,0.01317544,0.0003187969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9094987,0.000435422,0.07479209,0.00174166,0.0003477959,0.0001189283,0.000007289003,0.0002892906,0.01276886],"genre_scores_gemma":[0.9399303,0.0004930355,0.05814757,0.0002195111,0.000008551835,0.000006024948,0.00000143723,0.000003160864,0.001190364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4452428,"threshold_uncertainty_score":0.5037828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112161351966438,"score_gpt":0.2080514559365586,"score_spread":0.1968353207399148,"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."}}