{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007189449,0.001260949,0.0007899239,0.001898761,0.001133485,0.002878031,0.001615038,0.002312139,0.8828337],"category_scores_gemma":[0.000941073,0.0005068344,0.0007557101,0.001483888,0.0006528221,0.0020386,0.002733659,0.001372765,0.9197437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001173386,"about_ca_system_score_gemma":0.0007440151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009680995,"about_ca_topic_score_gemma":0.0008500099,"domain_scores_codex":[0.9993047,0.00006369248,0.00006226399,0.0001962299,0.0002569107,0.0001162016],"domain_scores_gemma":[0.9991672,0.000118055,0.00007622162,0.0001800723,0.0002721509,0.0001863168],"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":[0.0004425058,0.000489318,0.001108655,0.0009060599,0.00003098747,0.0003587561,0.0001226564,0.0004084107,0.02771946,0.00421032,0.182776,0.7814268],"study_design_scores_gemma":[0.00003981916,0.00005687488,0.001011607,0.0001791737,0.00001219134,0.0004040131,0.00006124065,0.0007504573,0.005224146,0.0011921,0.9910438,0.00002449905],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005570394,0.002402995,0.01260523,0.001632298,0.001949487,0.0002898671,0.002742507,0.008718519,0.9640887],"genre_scores_gemma":[0.01151016,0.0009009065,0.005906946,0.0006178691,0.0002141453,0.00023868,0.002297709,0.0008553038,0.9774582],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1171663,"threshold_uncertainty_score":0.1671236,"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."}}