{"id":"W6947697880","doi":"10.4224/crm.2022.gtx1-4-e.20211027","title":"GTX1&amp;4-e: Certified Calibration Solution for Gonyautoxins-1 and -4","year":2022,"lang":"en","type":"other","venue":"NRC Digital Repository","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Calibration; Certification; Certified reference materials; Aqueous solution; Identification (biology)","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":[],"consensus_categories":[],"category_scores_codex":[0.00006045457,0.0001846194,0.0001692811,0.00008725341,0.00007585131,0.0001220133,0.0001298638,0.0002446045,0.00005690908],"category_scores_gemma":[0.00007773368,0.0001987188,0.0001322657,0.00004400104,0.0000640952,0.000008081455,0.0001631191,0.00007381912,0.000002095993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004656892,"about_ca_system_score_gemma":0.00006810068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000554587,"about_ca_topic_score_gemma":0.00008181717,"domain_scores_codex":[0.9990347,0.00002153337,0.0001777179,0.00044927,0.0001712956,0.0001454814],"domain_scores_gemma":[0.9993322,0.000007316327,0.0001607337,0.0004061767,0.00004297039,0.00005057669],"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":[0.00002727712,0.00004318925,0.0002066864,0.00004529069,0.00009551307,0.000001925981,0.000005393971,4.108024e-7,0.1490111,0.00001443979,0.8438339,0.006714866],"study_design_scores_gemma":[0.0001252126,0.0001029415,0.00002294679,0.00001124941,0.00005026286,0.00001621627,0.000005719983,0.0000406341,0.02671441,0.00003662137,0.9726481,0.0002256422],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001125653,0.003079854,0.01660598,0.00003382177,0.0001787575,0.0006717079,0.0000999163,0.0002282394,0.9779761],"genre_scores_gemma":[0.01547158,0.0001103508,0.0008497,0.00007777179,0.0004590963,0.0001502176,0.00180868,0.0002437784,0.9808288],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1288142,"threshold_uncertainty_score":0.8103516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008998712741518769,"score_gpt":0.2421610179533757,"score_spread":0.2331623052118569,"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."}}