{"id":"W6891585235","doi":"10.4224/crm.2021.dorm-5","title":"DORM-5: Fish Protein Certified Reference Material","year":2021,"lang":"en","type":"other","venue":"NRC Digital Repository","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Fish <Actinopterygii>; Certified reference materials; Certification; National standard; Trace element","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0000653528,0.0003599726,0.0003770377,0.0001010704,0.0001081561,0.001787769,0.001330794,0.0003387217,0.00009854761],"category_scores_gemma":[0.00003353259,0.0003110997,0.0001406773,0.0002179832,0.00006118692,0.0002656357,0.001037061,0.0003254065,0.00003536939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000751923,"about_ca_system_score_gemma":0.0002163946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001133525,"about_ca_topic_score_gemma":0.00002732746,"domain_scores_codex":[0.9976208,0.00006067305,0.000356655,0.0008394679,0.0006786536,0.0004437361],"domain_scores_gemma":[0.998393,0.00002621864,0.0002846446,0.001032617,0.0001021072,0.0001614137],"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":[0.00001620945,0.0001470765,0.00003239597,0.0003234837,0.0001082925,0.001260803,0.00003108031,0.00001817337,0.003635617,0.001770749,0.9351668,0.05748936],"study_design_scores_gemma":[0.0001526208,0.00007423694,0.00005054302,0.001026858,0.000005671978,0.0001293223,0.000003686555,0.0006018294,0.003727819,0.0001949843,0.9934418,0.0005906506],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006206699,0.0003263205,0.001954858,0.0001100857,0.003281112,0.0003333688,0.00001985363,0.0006667429,0.992687],"genre_scores_gemma":[0.02265153,0.00001024903,0.001715885,0.0001152963,0.00181029,0.00003171473,0.00004655051,0.0001984619,0.97342],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05827501,"threshold_uncertainty_score":0.9999341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695387306155118,"score_gpt":0.2156722051614445,"score_spread":0.1987183320998933,"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."}}