{"id":"W4411656727","doi":"10.51847/nmfkmko8kd","title":"10.51847/nmfKmkO8kd","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":true,"ca_institutions":"","funders":"","keywords":"Laundry; Alkyl; Sulfonate; Wastewater; Wetland; Benzene; Environmental science; Chemistry; Environmental engineering; Chromatography; Waste management; Pulp and paper industry; Organic chemistry; Engineering; Biology; Ecology","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":[0.0001318188,0.00009806492,0.00009037086,0.00002367085,0.00006372967,0.00002724019,0.0004003404,0.00005956258,0.9925974],"category_scores_gemma":[0.00002810164,0.00009181925,0.00002783742,0.000189335,0.00008847009,0.0001049381,0.0001865776,0.00007422706,0.9961823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008021362,"about_ca_system_score_gemma":0.000001888477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001159532,"about_ca_topic_score_gemma":1.512854e-7,"domain_scores_codex":[0.9991909,0.00002247401,0.0001133919,0.0002281895,0.0001935743,0.0002515208],"domain_scores_gemma":[0.9995157,0.00001839529,0.00001399855,0.0003811358,0.00000215293,0.00006866475],"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":[0.00001285218,0.0000290286,0.00002393112,0.000001159114,0.000003250675,0.00000429694,0.00002052365,0.0002453246,0.0009337755,6.646497e-7,0.04403394,0.9546912],"study_design_scores_gemma":[0.00006021064,0.00006195901,0.001283058,0.000004112534,0.00000319678,0.000002632011,9.03011e-7,0.00002900709,0.001668404,0.00002771041,0.9967262,0.0001325755],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08252073,0.000005122313,7.002587e-7,0.0006624069,0.00000311228,0.0001075545,0.000003149165,0.0004916899,0.9162055],"genre_scores_gemma":[0.006015354,1.683998e-7,0.001026192,0.00002990943,0.00003410046,0.0000143724,0.000001716785,0.00001259483,0.9928656],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9545587,"threshold_uncertainty_score":0.374428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254536245436003,"score_gpt":0.1988246628034782,"score_spread":0.1862793003491181,"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."}}