{"id":"W4406463356","doi":"10.1016/0967-0653(96)80658-n","title":"10.1016/0967-0653(96)80658-n","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Spring (device); Sewage; Environmental science; Hydrology (agriculture); Water quality; Oceanography; Fishery; Geology; Environmental engineering; Ecology; Biology; Engineering; Geotechnical engineering","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":[0.0002073723,0.0001099492,0.0001021544,0.00001832381,0.000101948,0.00004552128,0.0002180174,0.00004610632,0.9997606],"category_scores_gemma":[0.000006691713,0.0001019907,0.0000454955,0.0001566597,0.00006315019,0.0001725697,0.00007407497,0.0000770363,0.9995496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009974972,"about_ca_system_score_gemma":0.000006109346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001804209,"about_ca_topic_score_gemma":0.000001423491,"domain_scores_codex":[0.9990371,0.00007163923,0.0001587083,0.0002248676,0.0002470114,0.0002606516],"domain_scores_gemma":[0.999531,0.00001813352,0.00002216742,0.0002532113,0.000002626449,0.0001728404],"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":[0.00002996165,0.0000823586,0.000001661761,0.000002076936,0.000006373426,0.000003343947,0.00008788262,0.0006988726,0.0001197552,0.000002522475,0.4402836,0.5586815],"study_design_scores_gemma":[0.0001360173,0.00007427337,0.0004847049,0.000004384118,0.000006035591,0.000003781038,0.000001608406,0.0001338109,0.0003492026,0.00002457692,0.9986265,0.0001550673],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002652447,0.00000509078,0.000003753173,0.001113023,0.000001925691,0.0001333776,0.00001391632,0.00008218759,0.9959943],"genre_scores_gemma":[0.001635519,1.276678e-7,0.0002321784,0.0002473589,0.00005042543,0.00001385557,0.00001195346,0.00001035011,0.9977982],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5585265,"threshold_uncertainty_score":0.4159062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01013214239442985,"score_gpt":0.1948863263043852,"score_spread":0.1847541839099553,"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."}}