{"id":"W4253052027","doi":"10.1088/1757-899x/1142/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Library science; Engineering; Sustainability; Corporation; Political science; Sustainable development; Engineering management; Management; Engineering ethics; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002770582,0.0001662917,0.0001846013,0.00003482811,0.0002521761,0.0002465501,0.0002446705,0.00003684453,0.0007939808],"category_scores_gemma":[0.0001334698,0.0001512575,0.00001218865,0.0003591105,0.0004861102,0.0009226414,0.0006615272,0.00004428326,0.00005981868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006957852,"about_ca_system_score_gemma":0.00005100466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009831726,"about_ca_topic_score_gemma":0.0000500257,"domain_scores_codex":[0.9985904,0.00001314763,0.0001702455,0.0004229627,0.0003641294,0.0004390832],"domain_scores_gemma":[0.999542,0.00001322015,0.00003268454,0.0002339319,0.0000535005,0.0001246423],"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":[0.00000367392,0.000006800393,0.00004280207,0.00001373639,0.000003034428,0.00001506719,0.0002531245,0.0001819384,0.9837556,0.01514537,0.00007243685,0.0005063829],"study_design_scores_gemma":[0.00007533223,0.00003539522,0.007978668,0.00002643746,0.000005318514,0.00006097827,0.0002347817,0.0001860334,0.9841826,0.001935629,0.005053004,0.0002258508],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763039,0.00005960391,0.0002682962,0.0005732818,0.0005583975,0.00005600558,0.0000160209,0.0001099286,0.02205462],"genre_scores_gemma":[0.997372,0.00004305851,0.001704911,0.00008107652,0.00004019028,0.00001707993,0.00000186688,0.00001057992,0.0007292927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02132533,"threshold_uncertainty_score":0.8693532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207339849248387,"score_gpt":0.1884638618472829,"score_spread":0.176390463354799,"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."}}