{"id":"W4236814610","doi":"10.2172/822777","title":"HORIZON SENSING (PROPOSAL NO.51)","year":2003,"lang":"en","type":"report","venue":"","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Horizon; Coal mining; Certification; Coal; Quarter (Canadian coin); Mining engineering; Engineering; Function (biology); Production (economics); Time horizon; Civil engineering; Business; Geography; Waste management; Archaeology; Finance; Management; Economics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001090057,0.0003102072,0.0003324271,0.00003380867,0.0001985149,0.00005816709,0.0001578862,0.0003486817,0.002955466],"category_scores_gemma":[0.0003742237,0.0002706143,0.0001413765,0.0001449102,0.0001326976,0.00008677073,0.0001900932,0.000488532,0.004071098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007681479,"about_ca_system_score_gemma":0.0001418655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002492372,"about_ca_topic_score_gemma":0.00005390359,"domain_scores_codex":[0.9973532,0.00008432498,0.0004055755,0.0005624185,0.001135209,0.0004592732],"domain_scores_gemma":[0.999129,0.00005286324,0.0002213224,0.0004086113,0.0000430101,0.0001451915],"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":[0.00001007678,0.00007741041,0.008325637,0.0001636797,0.00006282365,0.0001368195,0.0001481317,0.0001253094,0.0009617968,0.00003621701,0.597325,0.3926271],"study_design_scores_gemma":[0.00009199687,0.0001429141,0.0005861516,0.0001220805,0.00004345768,0.0001485351,0.00005911455,0.0002901422,0.0006854851,0.0001674134,0.9970365,0.0006262109],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005325285,0.00005327505,0.001333147,0.00005488827,0.004210123,0.0001613735,0.000005295506,0.0001714836,0.9886851],"genre_scores_gemma":[0.04730784,0.0003574313,0.07681985,0.0001301663,0.004520008,0.000007450095,0.00008243614,0.0002354932,0.8705393],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3997115,"threshold_uncertainty_score":0.9999746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0409001097531522,"score_gpt":0.2894260365693689,"score_spread":0.2485259268162167,"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."}}