{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001312373,0.001491076,0.0006444121,0.003141673,0.0007072152,0.0009820608,0.002603789,0.0009830564,0.1310221],"category_scores_gemma":[0.002078921,0.0008625474,0.0003966009,0.001930692,0.0007200488,0.001058226,0.001062677,0.0008875977,0.07034606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001197958,"about_ca_system_score_gemma":0.001371064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002412728,"about_ca_topic_score_gemma":0.007376743,"domain_scores_codex":[0.9986111,0.0001197357,0.00006486358,0.000277002,0.0008561475,0.00007107347],"domain_scores_gemma":[0.9991331,0.0001118843,0.00009314096,0.0001837522,0.0003987718,0.00007937617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006102785,0.0002299778,0.002092731,0.00164668,0.00003830142,0.0002890246,0.0002375443,0.001307765,0.6108708,0.01177399,0.1908203,0.1800826],"study_design_scores_gemma":[0.00005819389,0.0001074828,0.002623643,0.0001319879,0.00003111985,0.0004224506,0.00005933419,0.001727539,0.5103809,0.001418687,0.482994,0.00004473657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07364338,0.004332836,0.2834142,0.00131036,0.0008912774,0.002335496,0.09082637,0.04920104,0.494045],"genre_scores_gemma":[0.07648313,0.004016813,0.2406062,0.0005940373,0.0001004691,0.001725764,0.09075874,0.009538557,0.5761763],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1310221,"threshold_uncertainty_score":0.4383127,"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."}}