{"id":"W1523905436","doi":"10.1002/9781118067208.ch6","title":"Chemical Analysis: Quantitative and Confirmatory Methods","year":2011,"lang":"en","type":"other","venue":"","topic":"Analytical Chemistry and Chromatography","field":"Chemistry","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"","keywords":"Class (philosophy); Mass spectrometry; Chromatography; Chemistry; Computer science; Artificial intelligence","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":[0.002251073,0.002801697,0.001857011,0.004237968,0.001079757,0.002475785,0.001958262,0.002083806,0.02484546],"category_scores_gemma":[0.001701296,0.001417127,0.0009940554,0.002432083,0.001336145,0.003097208,0.001746256,0.002755093,0.04918847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001197682,"about_ca_system_score_gemma":0.003037632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009759473,"about_ca_topic_score_gemma":0.002264107,"domain_scores_codex":[0.996075,0.0004216059,0.0002229378,0.0006835709,0.002456706,0.0001401081],"domain_scores_gemma":[0.9990434,0.0001775506,0.0001002439,0.0001482532,0.0004721651,0.00005827167],"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":[0.0001663377,0.0005584086,0.0006510257,0.005710588,0.0001242929,0.0002353753,0.00007316377,0.00124453,0.1361893,0.01380155,0.1780582,0.6631871],"study_design_scores_gemma":[0.00002683782,0.0001924537,0.001653792,0.0004933405,0.00007667611,0.001002299,0.00008316306,0.002130172,0.1498717,0.009188064,0.8351581,0.000123495],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009026812,0.1704443,0.5277923,0.006248059,0.01271443,0.002533417,0.01219145,0.01009517,0.2489541],"genre_scores_gemma":[0.02580726,0.1622293,0.369332,0.005390733,0.005891055,0.002104577,0.01241789,0.002246785,0.4145805],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02484546,"threshold_uncertainty_score":0.08311629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0266677085754028,"score_gpt":0.32652990099747,"score_spread":0.2998621924220672,"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."}}