{"id":"W7076478073","doi":"10.4224/40003597","title":"Supplement to the NPC 2020: Intent Statements","year":2025,"lang":"en","type":"standard","venue":"NPARC","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0237712,0.001972761,0.002214936,0.007667587,0.004372048,0.009586811,0.005259697,0.01918758,0.5356224],"category_scores_gemma":[0.1443022,0.002219046,0.002416167,0.00498301,0.00175778,0.005358996,0.004244776,0.007242409,0.5972245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007106071,"about_ca_system_score_gemma":0.03086675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03201872,"about_ca_topic_score_gemma":0.04337808,"domain_scores_codex":[0.9705774,0.004620768,0.003222778,0.0008760719,0.01860278,0.002100264],"domain_scores_gemma":[0.8070631,0.04104978,0.006804238,0.009300939,0.1293126,0.006469436],"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":[0.0000326493,0.00002723342,0.00004941118,0.0001300792,0.000001520239,0.00001614247,0.00001717816,0.00006238936,0.00003752099,0.0007009975,0.9945674,0.0043574],"study_design_scores_gemma":[0.0001736038,0.00005478913,0.00160488,0.000718576,0.000006940571,0.00003729932,0.0001541159,0.0003708935,0.0003648582,0.003631312,0.9928121,0.00007074981],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00162704,0.0004741083,0.006439135,0.04386859,0.0373829,0.01011322,0.2492292,0.009572028,0.6412937],"genre_scores_gemma":[0.005373503,0.0005012686,0.01032555,0.02585768,0.00459004,0.00886812,0.09832657,0.002168707,0.8439885],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5356224,"threshold_uncertainty_score":0.6623783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04026711226896464,"score_gpt":0.3058322841196919,"score_spread":0.2655651718507273,"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."}}