{"id":"W4205295458","doi":"10.1007/s00216-021-03748-z","title":"Data averaging challenge","year":2022,"lang":"en","type":"article","venue":"Analytical and Bioanalytical Chemistry","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"","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":[0.03459623,0.001663617,0.002938029,0.002637241,0.002228818,0.006561168,0.00635895,0.003068496,0.01778831],"category_scores_gemma":[0.1452977,0.0009940999,0.002059432,0.004044048,0.00248901,0.007631203,0.006945098,0.006385361,0.01288847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001623016,"about_ca_system_score_gemma":0.004481982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003659725,"about_ca_topic_score_gemma":0.003848268,"domain_scores_codex":[0.9643985,0.01029506,0.00266281,0.007866669,0.01366024,0.001116694],"domain_scores_gemma":[0.8922255,0.04724414,0.002646581,0.0319238,0.02413787,0.001822008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005802345,0.0001379944,0.003857736,0.001065376,0.0005474414,0.0005156496,0.0006243057,0.008199609,0.009215965,0.0877858,0.2555359,0.631934],"study_design_scores_gemma":[0.0001417068,0.0001905245,0.004595969,0.0005178844,0.0002633092,0.002095868,0.0008605694,0.1377968,0.02659818,0.3904518,0.4362683,0.0002191751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004500831,0.002902534,0.9430141,0.01652034,0.004600537,0.0003687555,0.005088314,0.01046798,0.01253672],"genre_scores_gemma":[0.1274398,0.003155028,0.8028392,0.01954485,0.008034498,0.001488191,0.01291226,0.005529421,0.0190568],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03459623,"threshold_uncertainty_score":0.1829646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03852144819876276,"score_gpt":0.2729614489697053,"score_spread":0.2344400007709425,"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."}}