{"id":"W4235025618","doi":"10.1016/s0958-2118(02)09012-2","title":"USFilter wins Canadian contract","year":2002,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005233616,0.001007987,0.00128606,0.004571605,0.01482168,0.01302462,0.002511885,0.01424021,0.2607483],"category_scores_gemma":[0.01850737,0.001039275,0.001260967,0.002444413,0.00229497,0.002974081,0.00330095,0.007715434,0.09620831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04869181,"about_ca_system_score_gemma":0.1163133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8105527,"about_ca_topic_score_gemma":0.8928821,"domain_scores_codex":[0.9839931,0.0004032293,0.0002636211,0.001152035,0.01125316,0.002934923],"domain_scores_gemma":[0.9757161,0.001386444,0.0002661679,0.001252437,0.01644605,0.004932809],"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":[0.00008209171,0.00003681989,0.0004570532,0.00002369035,0.000007812249,0.00008683986,0.00009211766,0.0000458408,0.0003793849,0.04088195,0.9424133,0.01549318],"study_design_scores_gemma":[0.00001185977,0.000006957644,0.0007663525,0.00001321207,0.000004602385,0.00004172922,0.0001048854,0.0001450815,0.0003027884,0.001223037,0.9973683,0.00001110705],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002812929,0.001818852,0.001554674,0.09426476,0.01033853,0.0002515052,0.003831807,0.001756785,0.8833701],"genre_scores_gemma":[0.0049507,0.0002140224,0.0005124877,0.005135552,0.0002784919,0.00001714958,0.0005119369,0.0001878745,0.9881918],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8105527,"threshold_uncertainty_score":0.8722898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165216516682225,"score_gpt":0.2133322108491272,"score_spread":0.2016800456823049,"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."}}