{"id":"W4317581311","doi":"","title":"On activity ISO/REMCO Committee on reference materials and 39<sup>th</sup> ISO/REMCO meeting in Russian Federation","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Radioactive Decay and Measurement Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Russian federation; Political science; Radiochemistry; Library science; Chemistry; Computer science; Geography; Regional science","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001724301,0.0004076797,0.0007901918,0.0003912785,0.0009807738,0.003294691,0.001429762,0.0001230872,0.001549547],"category_scores_gemma":[0.0001340433,0.0003687412,0.0001026827,0.0001413615,0.000133395,0.002678641,0.0003905482,0.0005457166,0.00001128505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001173449,"about_ca_system_score_gemma":0.00008066607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002337669,"about_ca_topic_score_gemma":0.00009414808,"domain_scores_codex":[0.9974294,0.0004718581,0.0006146507,0.0005520344,0.0005306324,0.0004014463],"domain_scores_gemma":[0.9976127,0.0002234686,0.001145649,0.0007166201,0.0001285858,0.0001729603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008525011,0.0009250274,0.484181,0.0000828618,0.00025501,0.00001813118,0.0003783867,0.0001529185,0.437402,0.00747955,0.00648963,0.06178306],"study_design_scores_gemma":[0.0006989858,0.00004177718,0.5747138,0.0008676742,0.00003489839,0.000001174121,0.0000702939,0.00009353773,0.4096553,0.01241942,0.0009883904,0.0004146803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9542775,0.000147112,0.0003572334,0.0002673738,0.0001754528,0.0006433695,0.00007997353,0.00003306837,0.04401894],"genre_scores_gemma":[0.9988433,0.0004029353,0.0001271042,0.0001057459,0.0002502151,0.00007301218,0.00001771777,0.00004289582,0.0001370736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09053285,"threshold_uncertainty_score":0.9998764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.239512471387665,"score_gpt":0.5105296283927694,"score_spread":0.2710171570051044,"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."}}