{"id":"W4406528417","doi":"10.1016/0967-0653(96)82156-9","title":"10.1016/0967-0653(96)82156-9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Bay; BENGAL; Environmental science; Pollution; Air pollution; Climatology; Oceanography; Atmospheric sciences; Geology; Ecology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002294536,0.0001198758,0.0001111578,0.00001728341,0.0001424554,0.00003200159,0.0002222212,0.00005142878,0.9983672],"category_scores_gemma":[0.00003338258,0.0001160745,0.00004547206,0.0001804014,0.00006352244,0.0001153617,0.00008591628,0.0001035527,0.9987917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008411458,"about_ca_system_score_gemma":0.000003666737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001390369,"about_ca_topic_score_gemma":2.660364e-7,"domain_scores_codex":[0.9989967,0.00003827241,0.0001578601,0.0002562103,0.0002416025,0.0003092923],"domain_scores_gemma":[0.9995191,0.00003931897,0.00002539223,0.0002461841,0.000003501022,0.0001664766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000180232,0.00003050832,0.000006642012,0.000001817666,0.000003503403,0.000003112431,0.00006182383,0.0007875715,0.00005592119,1.896632e-7,0.1017819,0.897249],"study_design_scores_gemma":[0.00008832331,0.00008016208,0.0002802232,0.00001099718,0.000005874692,0.000005148512,0.00000232264,0.000525658,0.0001982099,0.00001121652,0.9986261,0.0001658186],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007214867,0.000009347053,0.000002876934,0.0001647109,0.000002873142,0.00008997255,0.000004946257,0.0001288785,0.9923815],"genre_scores_gemma":[0.001408176,7.47696e-8,0.0004085082,0.00003005477,0.0001627269,0.000009547441,0.00000500724,0.00001763644,0.9979582],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8970832,"threshold_uncertainty_score":0.4733379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080572903745764,"score_gpt":0.1864231772114345,"score_spread":0.1756174481739769,"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."}}