{"id":"W4406446818","doi":"10.1016/s0967-0653(98)83695-8","title":"10.1016/s0967-0653(98)83695-8","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Environmental and Analytical Chemistry Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sewage; Pollution; Environmental science; Class (philosophy); Environmental chemistry; Chemistry; Environmental engineering; Computer science; Biology; Ecology; Artificial intelligence","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":[0.00005865277,0.000142416,0.0001339996,0.000006930612,0.0001065553,0.0000162879,0.0001996339,0.00003924504,0.9998114],"category_scores_gemma":[0.0000105145,0.0001231367,0.00005933483,0.0001169389,0.0001507415,0.00006962786,0.0001579995,0.00007891143,0.9996495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008442273,"about_ca_system_score_gemma":0.000001235243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003349684,"about_ca_topic_score_gemma":3.390962e-7,"domain_scores_codex":[0.9990629,0.00001108706,0.000131529,0.0002855857,0.0002332687,0.0002756207],"domain_scores_gemma":[0.9995914,0.00001988248,0.00001477395,0.0001984758,0.000001147515,0.000174346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003137523,0.0001244172,0.000004744848,0.000004243462,0.00001763579,0.000009608555,0.00001906161,0.0003412148,0.0006107379,1.676298e-7,0.5190967,0.4797401],"study_design_scores_gemma":[0.0001052112,0.00005198906,0.0002590147,0.000005442496,0.00001302159,0.000002920332,0.000001862134,0.00007948582,0.001032518,0.00001386135,0.9982555,0.0001791628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002164327,0.00001904636,3.202039e-7,0.0004125203,4.383415e-7,0.00006953761,0.000008199456,0.00004945836,0.9972761],"genre_scores_gemma":[0.0009192334,7.518625e-7,0.0001011659,0.00009094031,0.00005171931,0.0000111817,0.000006188285,0.00001194482,0.9988069],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4795609,"threshold_uncertainty_score":0.5021369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004448243237908553,"score_gpt":0.1575930311370089,"score_spread":0.1531447878991004,"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."}}