{"id":"W4411618053","doi":"10.51847/so16zvol53","title":"10.51847/sO16Zvol53","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":true,"ca_institutions":"","funders":"","keywords":"Effluent; Quality (philosophy); Characterization (materials science); Environmental science; Environmental engineering; Materials science; Nanotechnology; Physics","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":[0.0007458438,0.001501175,0.0009449526,0.002787758,0.001576451,0.004065772,0.001220575,0.002998635,0.9746181],"category_scores_gemma":[0.0008583819,0.0007255864,0.001160122,0.002662503,0.001069632,0.002146457,0.002412173,0.001156836,0.9729944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001262069,"about_ca_system_score_gemma":0.0006328877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0033414,"about_ca_topic_score_gemma":0.00309752,"domain_scores_codex":[0.999492,0.00003750905,0.00004661981,0.0001193175,0.0002038154,0.0001006473],"domain_scores_gemma":[0.9991247,0.000128332,0.00005155899,0.0001646833,0.0003378068,0.000192965],"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":[0.0003795608,0.0002797039,0.001342336,0.0004526442,0.00003215333,0.0002694381,0.0001126599,0.0006188524,0.00628988,0.005186591,0.3169685,0.6680676],"study_design_scores_gemma":[0.00005221629,0.00006549602,0.0009168761,0.0001668916,0.00001030448,0.0002007725,0.0000852582,0.0004069039,0.0009886776,0.001018116,0.9960721,0.00001633665],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002001881,0.0007171262,0.001689443,0.0007726096,0.001008373,0.0001434972,0.002096464,0.001938652,0.989632],"genre_scores_gemma":[0.003247686,0.0003564578,0.0006952735,0.00026373,0.000118665,0.00004115933,0.001091045,0.0002398783,0.9939461],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02538192,"threshold_uncertainty_score":0.03620416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009857889846223022,"score_gpt":0.2030671736320993,"score_spread":0.1932092837858762,"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."}}