{"id":"W4234478889","doi":"10.1016/j.aca.2006.03.090","title":"Preface","year":2006,"lang":"en","type":"article","venue":"Analytica Chimica Acta","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"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":[0.00145272,0.0009260786,0.0006119212,0.003008419,0.002215695,0.002489313,0.001198816,0.0007763348,0.3526691],"category_scores_gemma":[0.01024267,0.0002406915,0.0006303234,0.001631767,0.0004753479,0.00200538,0.001715277,0.002532894,0.2235085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001791965,"about_ca_system_score_gemma":0.001886233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004246097,"about_ca_topic_score_gemma":0.005138646,"domain_scores_codex":[0.9992726,0.00009122903,0.00004257813,0.0001130427,0.0004266066,0.00005401714],"domain_scores_gemma":[0.9947339,0.0006236635,0.0001461463,0.0005282031,0.003398513,0.0005695562],"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":[0.00003237757,0.00001922405,0.00008294059,0.00008950628,0.000002741657,0.00004604445,0.00003493583,0.00007071534,0.000200245,0.003706253,0.9542173,0.0414978],"study_design_scores_gemma":[0.000004009608,0.00001126792,0.0002469523,0.00007348517,0.000002443659,0.00004023319,0.00003732776,0.00003547971,0.0002013332,0.002534168,0.9968085,0.000004780456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001680435,0.01626969,0.01372638,0.0298011,0.4287601,0.0006986482,0.01132288,0.001855303,0.4958855],"genre_scores_gemma":[0.006055244,0.005954866,0.00357641,0.005697735,0.03663146,0.0002376769,0.006644244,0.0008681962,0.9343342],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3526691,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072270012870767,"score_gpt":0.2421830419153813,"score_spread":0.2314603417866736,"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."}}