{"id":"W2599828","doi":"10.1097/iae.0b013e3182869ed8","title":"MICROFILTRATION OF BRILLIANT BLUE G DYE","year":2013,"lang":"en","type":"article","venue":"Retina","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Microfiltration; Chemistry; Chromatography; Membrane","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008961893,0.0000385555,0.00006227127,0.000008871511,0.00002582817,0.00001036457,0.00006634105,0.00002085924,0.0008763725],"category_scores_gemma":[0.00001087022,0.00003153606,0.00003362398,0.0000791312,0.00004598543,0.00006399987,0.00002674042,0.00002583998,0.0009083308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002042096,"about_ca_system_score_gemma":0.000001211567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002084656,"about_ca_topic_score_gemma":0.000001986815,"domain_scores_codex":[0.9995849,0.00002611232,0.0001067738,0.00009226805,0.0001068751,0.00008303991],"domain_scores_gemma":[0.9997998,0.00001004143,0.00004017879,0.0001163536,0.000004785668,0.00002878595],"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":[9.753359e-7,0.00002435528,0.06755392,0.000006866616,0.000005777735,4.684882e-7,0.0003331465,0.00009021819,0.9247064,0.00001888113,0.003759728,0.003499287],"study_design_scores_gemma":[0.0000555762,0.00002540809,0.1567852,0.00001181794,0.00001047174,0.000001268918,0.0001148076,0.0002451495,0.8393058,0.0002041673,0.003160015,0.00008036885],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997459,0.00000959422,0.000145608,0.0003130965,0.00003347082,0.00003677182,8.999455e-7,0.00001138622,0.001990203],"genre_scores_gemma":[0.9973083,0.000006603333,0.0005957658,0.00001246541,0.00003049262,0.000002794542,0.000002434562,0.000002883179,0.002038336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08923129,"threshold_uncertainty_score":0.9998696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007346929601919661,"score_gpt":0.2047167791218219,"score_spread":0.1973698495199022,"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."}}