{"id":"W4254706170","doi":"10.1016/s0015-1882(16)30113-6","title":"Best filter system since sliced bread","year":2016,"lang":"en","type":"article","venue":"Filtration & Separation","topic":"Occupational exposure and asthma","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Filter (signal processing); Hazardous waste; Waste management; Installation; Engineering; Process (computing); Process engineering; Quality (philosophy); Business; Forensic engineering; Environmental science; Computer science; Mechanical engineering; Electrical 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001178393,0.0001178419,0.0001473667,0.00007400184,0.0000891227,0.0000303854,0.00004134803,0.00008963362,0.0004455777],"category_scores_gemma":[0.00005226144,0.00008074364,0.00005110096,0.00013214,0.00002481035,0.0003757599,0.000006918641,0.00004933523,0.001441559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006561,"about_ca_system_score_gemma":0.0001007206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001971564,"about_ca_topic_score_gemma":0.0000227354,"domain_scores_codex":[0.9990048,0.00004198876,0.0002987214,0.000222313,0.0002937405,0.0001383712],"domain_scores_gemma":[0.9993125,0.00006501136,0.0001121777,0.0002157764,0.0002178209,0.00007677044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004043134,0.0001976221,0.00674361,0.0001013326,0.00005283824,0.00001040714,0.0002739087,0.00001569056,0.9263716,0.02927659,0.02381991,0.01273218],"study_design_scores_gemma":[0.005371259,0.001683373,0.1838926,0.0011774,0.0002039616,0.0003702819,0.0002963843,0.001602863,0.6731667,0.0002142134,0.1313221,0.000698829],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8763727,0.00008488575,0.05684385,0.007621626,0.0006788832,0.0009928596,0.0001138987,0.0003448726,0.05694645],"genre_scores_gemma":[0.9846454,0.000005565754,0.000618157,0.0002380052,0.0005604684,0.00004432634,0.0002904838,0.00001354477,0.01358409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2532049,"threshold_uncertainty_score":0.9993359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.023140977764751,"score_gpt":0.3029972781048682,"score_spread":0.2798563003401172,"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."}}