{"id":"W6910214174","doi":"10.4224/crm.2018.apro-1","title":"APRO-1: Certified Reference Material of L-proline","year":2018,"lang":"en","type":"other","venue":"NRC Digital Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Certification; Certified reference materials; Product certification; Reference data; Calibration","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001108818,0.0005348439,0.0007071753,0.0003488714,0.00003684825,0.0002268316,0.0006761724,0.0006251048,0.00134777],"category_scores_gemma":[0.0001750177,0.0004889118,0.0001606485,0.0002010056,0.0004881636,0.0002136329,0.0002661938,0.0001686128,0.007647643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002009313,"about_ca_system_score_gemma":0.0002767741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002363504,"about_ca_topic_score_gemma":0.00002812546,"domain_scores_codex":[0.9970331,0.00005208905,0.000666987,0.0007298471,0.001090092,0.0004279198],"domain_scores_gemma":[0.9973621,0.00002413631,0.0009206422,0.001209283,0.0003174001,0.0001664],"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":[0.0002950442,0.0002092479,0.0001676496,0.000241774,0.0001672416,0.00004745886,0.00001881737,1.014642e-7,0.02812157,0.0001073373,0.9690292,0.001594528],"study_design_scores_gemma":[0.0003507385,0.00021567,0.0001619673,0.000496394,0.00007332056,0.00006091523,0.000009017237,0.000002889624,0.03298958,0.00009105128,0.9649934,0.0005550255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002582084,0.0001279001,0.000005990191,0.000002021487,0.002185141,0.000440302,0.00114464,0.0007510146,0.9927609],"genre_scores_gemma":[0.09263173,0.000003314314,0.0001621762,0.000006879783,0.002006413,0.00003680943,0.0002802292,0.001432629,0.9034398],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09004965,"threshold_uncertainty_score":0.9997563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137665650234592,"score_gpt":0.2436977831757012,"score_spread":0.2223211266733553,"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."}}