{"id":"W1984575706","doi":"10.1007/s00216-006-1059-0","title":"A chemical uncertainty principle challenge","year":2007,"lang":"en","type":"article","venue":"Analytical and Bioanalytical Chemistry","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Biochemical engineering; Management science; Medical laboratory; Environmental chemistry; Environmental science; Engineering; Chemistry; Medicine","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":[0.0003567599,0.0004115872,0.00046906,0.00002864268,0.0001556694,0.00004554773,0.0003564659,0.0004491404,0.004848877],"category_scores_gemma":[0.000350588,0.0003655927,0.0002195561,0.0002199226,0.0007954146,0.00008646899,0.0002367522,0.0006934829,0.00004998784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001935172,"about_ca_system_score_gemma":0.00006112276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006420155,"about_ca_topic_score_gemma":0.000001903484,"domain_scores_codex":[0.9971789,0.000005226998,0.0006360029,0.0008308553,0.0005079865,0.0008410265],"domain_scores_gemma":[0.9981945,0.0002728227,0.0001009072,0.000528631,0.00009311117,0.0008100885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006762881,0.001753349,0.003592879,0.001920337,0.0006121551,0.0007989692,0.0001221247,0.00001086842,0.9470788,0.01307665,0.00111011,0.02924751],"study_design_scores_gemma":[0.001787903,0.00002921478,0.0000485062,0.0001716916,0.0003500928,0.0001801794,0.0003737737,0.004661029,0.6560165,0.002306432,0.3326862,0.001388458],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6313624,0.0005223639,0.0004004935,0.0006468011,0.00004465205,0.00004880156,0.0000398666,0.0002247321,0.3667099],"genre_scores_gemma":[0.987464,0.00007256056,0.0003802853,0.0001968345,0.0005982449,0.0000058574,0.00006030671,0.00003126245,0.01119072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3561015,"threshold_uncertainty_score":0.9998796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709346943869125,"score_gpt":0.2832098015154653,"score_spread":0.266116332076774,"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."}}