{"id":"W3173218321","doi":"10.1088/0026-1394/58/1a/08015","title":"Mass fraction assignment of Bisphenol-A high purity material","year":2021,"lang":"en","type":"article","venue":"Metrologia","topic":"Analytical Chemistry and Chromatography","field":"Chemistry","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Mass fraction; Fraction (chemistry); Analytical Chemistry (journal); Chemistry; Materials science; Mathematics; Process engineering; Chromatography; Organic chemistry","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":[0.00008281536,0.0001196958,0.0002451607,0.00001864854,0.00004135749,0.00001982652,0.0001259,0.0001944241,0.01325248],"category_scores_gemma":[0.0000773959,0.0001105627,0.0001245904,0.000158484,0.00007783973,0.00004284274,0.00005116547,0.0001531087,0.00001934923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004086043,"about_ca_system_score_gemma":0.00002618233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002064103,"about_ca_topic_score_gemma":7.759953e-7,"domain_scores_codex":[0.999119,0.00002154372,0.0002423487,0.0002418585,0.0001827616,0.000192521],"domain_scores_gemma":[0.999419,0.00005144783,0.0001076121,0.0002982233,0.0000611275,0.00006259076],"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":[0.00005562237,0.0001432759,0.01285264,0.0001183761,0.0001065988,0.00002611919,0.000003394792,0.000009273473,0.9853788,0.0006388,0.0004344673,0.0002326128],"study_design_scores_gemma":[0.0002764481,0.00001899232,0.001630065,0.000009840444,0.00006956395,0.000005077075,0.00007834307,0.00003879719,0.9929677,0.003095687,0.001700031,0.0001094632],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771848,0.00007282262,0.001680147,0.0001155676,0.00009903077,0.00001274747,0.00005775753,0.00006108501,0.02071605],"genre_scores_gemma":[0.9980251,0.00001742534,0.001209073,0.00004349499,0.0001306466,0.000007070596,0.00008501322,0.000008712222,0.0004734986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02084027,"threshold_uncertainty_score":0.9876496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008614321165336905,"score_gpt":0.2183396492798994,"score_spread":0.2097253281145625,"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."}}