{"id":"W4243666676","doi":"10.1515/iupac.79.2008","title":"Serum","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[],"category_scores_codex":[0.001195972,0.0009228462,0.001116619,0.0005530971,0.0001583195,0.0001155925,0.00118898,0.0007652356,0.02862683],"category_scores_gemma":[0.00122453,0.0006875861,0.0003399287,0.0004425969,0.0003118511,0.0001878414,0.0004773089,0.0009028784,0.0005059866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001521609,"about_ca_system_score_gemma":0.00193052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001262941,"about_ca_topic_score_gemma":0.002369966,"domain_scores_codex":[0.9942853,0.00020968,0.0007505447,0.001003137,0.002714208,0.001037124],"domain_scores_gemma":[0.9955663,0.0001328468,0.0005576808,0.002374016,0.0009546407,0.0004145046],"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":[0.0002623093,0.0002554196,0.00000825296,0.000133793,0.0002130358,0.0002195317,0.000004351216,5.02081e-7,0.00002190417,0.000007981011,0.9966903,0.002182667],"study_design_scores_gemma":[0.001666687,0.0001981585,0.00004252771,0.0006642543,0.0002404883,0.00004300579,0.000009510747,0.000001226553,0.00003205658,0.0001963245,0.995983,0.0009227654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00003348479,0.0007530344,0.00002349921,0.000555749,0.001468232,0.0004743618,0.99615,0.0003890077,0.0001526219],"genre_scores_gemma":[0.000004422669,0.0004216859,0.00004123766,0.0003254241,0.002547558,0.00002273937,0.9947722,0.0002859219,0.001578843],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02812084,"threshold_uncertainty_score":0.9995576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01587844760530684,"score_gpt":0.4239256034243147,"score_spread":0.4080471558190079,"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."}}