{"id":"W1993111680","doi":"10.1007/s00216-007-1313-0","title":"Half-titration challenge","year":2007,"lang":"en","type":"article","venue":"Analytical and Bioanalytical Chemistry","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Titration; Analytical Chemistry (journal); Medical laboratory; Chemistry; Management science; Environmental chemistry; Engineering; Medicine; Organic chemistry","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":[0.009858901,0.001393454,0.001766761,0.001263385,0.001861573,0.003097818,0.004588653,0.005613988,0.03332888],"category_scores_gemma":[0.01312142,0.0007485753,0.001300284,0.0005775597,0.001620519,0.004470909,0.007800676,0.006606944,0.03136459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001013149,"about_ca_system_score_gemma":0.001940279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006073013,"about_ca_topic_score_gemma":0.0006209121,"domain_scores_codex":[0.9891251,0.00164418,0.0003874507,0.001786331,0.00644215,0.0006147784],"domain_scores_gemma":[0.9919153,0.002611526,0.000306841,0.001853742,0.00260474,0.0007078677],"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":[0.002515076,0.001586375,0.003039842,0.001842318,0.0002368517,0.001259401,0.001312284,0.001474327,0.4316036,0.0431038,0.1313967,0.3806294],"study_design_scores_gemma":[0.0002656403,0.001664748,0.001604986,0.0004336518,0.0001233307,0.003641768,0.0006824898,0.00963958,0.3273164,0.03311447,0.6212971,0.0002159321],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1041983,0.01379834,0.5852981,0.03387396,0.02003314,0.005133606,0.0038626,0.01644989,0.2173521],"genre_scores_gemma":[0.367042,0.007581848,0.2667937,0.06402545,0.006374202,0.004096317,0.006058773,0.003341909,0.2746858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03332888,"threshold_uncertainty_score":0.1114963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01578425890273582,"score_gpt":0.2783390042795801,"score_spread":0.2625547453768443,"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."}}