{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001925936,0.001081523,0.0008421603,0.002544456,0.003091207,0.00496887,0.001686153,0.002103597,0.5321491],"category_scores_gemma":[0.01054148,0.0003892939,0.0007216088,0.0021293,0.0007984324,0.003738445,0.003013989,0.003108951,0.3510867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002444562,"about_ca_system_score_gemma":0.003762823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003369623,"about_ca_topic_score_gemma":0.003762417,"domain_scores_codex":[0.9983658,0.0002322377,0.0001183776,0.0003003179,0.0008011737,0.000182058],"domain_scores_gemma":[0.9953918,0.0006507954,0.0001879776,0.0004654856,0.002442003,0.0008619438],"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":[0.0000427162,0.00002663736,0.0001559055,0.000139209,0.000002943033,0.00008640809,0.0001567615,0.00005936091,0.0001572264,0.005892433,0.9420488,0.05123147],"study_design_scores_gemma":[0.000003193669,0.00001342481,0.0002368447,0.00007739125,0.000001023403,0.00006447284,0.0001149657,0.00001775091,0.00005782814,0.001121918,0.9982875,0.000003704301],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002209343,0.009586283,0.005555342,0.03133385,0.1011081,0.0007015725,0.01252747,0.002012418,0.8349656],"genre_scores_gemma":[0.007759522,0.005020602,0.002677716,0.006803111,0.01105413,0.0003899688,0.009719575,0.0007882547,0.9557871],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5321491,"threshold_uncertainty_score":0,"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."}}