{"id":"W6929776135","doi":"10.5066/p93sxyl0","title":"Pd qPCR Interlaboratory Testing Results","year":2023,"lang":"en","type":"dataset","venue":"USGS DOI Tool Production Environment","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Ministry of Agriculture","funders":"","keywords":"Calculator; Serial dilution; Sample (material); Laboratory automation; Real-time polymerase chain reaction; Blinded study","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":[0.002444832,0.001061337,0.0007499222,0.0007028508,0.0003852908,0.0001601821,0.0008392768,0.0005782119,0.0003539003],"category_scores_gemma":[0.003749472,0.001132572,0.0001806432,0.000979163,0.0004206792,0.0004337026,0.0007729785,0.001611115,0.2757045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002051914,"about_ca_system_score_gemma":0.0001655244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003296581,"about_ca_topic_score_gemma":0.00004150921,"domain_scores_codex":[0.9925873,0.0004444059,0.001526703,0.002833028,0.001639383,0.0009691234],"domain_scores_gemma":[0.9945832,0.000178398,0.001315902,0.003610096,0.00008885348,0.000223504],"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":[0.0001806894,0.0003872113,0.000009951103,0.0001758643,0.0001659495,0.00007559322,0.00006977939,0.00331084,0.002190332,7.033331e-7,0.9916655,0.001767596],"study_design_scores_gemma":[0.0005924463,0.0002065707,0.001044546,0.0002610952,0.0002726947,0.00004217633,0.000107445,0.00002185122,0.0006488991,0.00002634387,0.9956253,0.001150667],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0007744019,0.0002056242,0.00000446779,0.0005460075,0.004519057,0.001540132,0.9914823,0.000786211,0.0001418121],"genre_scores_gemma":[0.00005327589,0.0003699951,0.0007449656,0.0001044288,0.004102535,0.0004677907,0.9873418,0.0003859026,0.006429314],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2753506,"threshold_uncertainty_score":0.9991124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03787251153203505,"score_gpt":0.2503255673241981,"score_spread":0.212453055792163,"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."}}