{"id":"W4406516231","doi":"10.1016/s0967-0653(97)82385-x","title":"10.1016/s0967-0653(97)82385-x","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental science; Computer science; Geology","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":[0.0001853915,0.0001466701,0.0001316541,0.0000338408,0.00009231734,0.00004168751,0.0005564317,0.00008988607,0.9986323],"category_scores_gemma":[0.00004645244,0.0001368222,0.00004226651,0.0002379168,0.0001322591,0.0001509924,0.0002628588,0.0001254067,0.9998903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281772,"about_ca_system_score_gemma":0.000003262251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002107709,"about_ca_topic_score_gemma":4.994251e-7,"domain_scores_codex":[0.9988622,0.00003646647,0.0001651238,0.0003169605,0.0002700032,0.0003492469],"domain_scores_gemma":[0.9993261,0.00003090264,0.00002375561,0.0005162247,0.000003667638,0.00009935391],"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":[0.00001893957,0.00003813805,0.000002724274,0.000001772263,0.000004667606,0.00000523594,0.00002817046,0.0002107136,0.0001238041,5.552904e-7,0.07735129,0.922214],"study_design_scores_gemma":[0.0001002821,0.00009127687,0.00009252481,0.000007348068,0.000005409681,0.000003607566,0.000002098294,0.00003336095,0.004073618,0.0001016269,0.9952946,0.0001942684],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004739639,0.00001000003,9.893516e-7,0.0006448131,0.000002395471,0.0001522771,0.000005646999,0.0005833228,0.9938609],"genre_scores_gemma":[0.0005818604,1.945472e-7,0.0009850132,0.00002076016,0.00005668174,0.00002389895,0.000003324002,0.00001934458,0.9983089],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9220197,"threshold_uncertainty_score":0.5579446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01426391399918491,"score_gpt":0.1937480933998171,"score_spread":0.1794841794006322,"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."}}