{"id":"W4252079807","doi":"10.1088/1755-1315/495/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prosperity; China; Engineering ethics; Political science; Library science; Engineering; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001364624,0.001219364,0.0009771618,0.002600164,0.002698193,0.00501764,0.001700761,0.001682009,0.4635904],"category_scores_gemma":[0.006300993,0.0004268253,0.000840669,0.002207209,0.0007597759,0.003532756,0.002522771,0.003553203,0.3281437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002154695,"about_ca_system_score_gemma":0.002669611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003336431,"about_ca_topic_score_gemma":0.003660273,"domain_scores_codex":[0.9987783,0.000148432,0.00007820853,0.0002524092,0.0006180562,0.0001246142],"domain_scores_gemma":[0.9964566,0.0003974859,0.0001238576,0.0002665079,0.00217818,0.0005773263],"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":[0.00002302365,0.00001955354,0.00008543781,0.00011964,0.000002304716,0.00004699373,0.00008342443,0.00007018526,0.0001304464,0.00322605,0.9574333,0.03875944],"study_design_scores_gemma":[0.000002474531,0.00001270635,0.0001615975,0.00009235323,0.000001277981,0.00005794605,0.00007609458,0.00002555777,0.00005109392,0.000905816,0.9986091,0.000004017526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001588062,0.01694412,0.006939095,0.02664775,0.1581361,0.000811481,0.01008225,0.002516583,0.7763345],"genre_scores_gemma":[0.004673202,0.008106145,0.002710909,0.005517009,0.01518891,0.0003171579,0.01042415,0.0007941954,0.9522684],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5364096,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01650497508833459,"score_gpt":0.1854422533901689,"score_spread":0.1689372783018343,"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."}}