{"id":"W2187306276","doi":"10.82308/46382","title":"Analysis of acidity in oil-based matrices by infrared spectroscopy","year":2010,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Infrared spectroscopy; Infrared; Chemistry; Spectroscopy; Analytical Chemistry (journal); Environmental chemistry; Organic chemistry; Physics; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007260052,0.0006178289,0.000304086,0.0006103878,0.0003207793,0.0006693942,0.0003008179,0.0004291301,0.001354137],"category_scores_gemma":[0.0009513494,0.0002558317,0.0003180648,0.0004582983,0.0003392952,0.0004471852,0.0003892,0.0006064579,0.0005295196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002678171,"about_ca_system_score_gemma":0.0003547177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037923,"about_ca_topic_score_gemma":0.002474641,"domain_scores_codex":[0.999521,0.00008330961,0.00001799938,0.0001002482,0.0002201704,0.00005725217],"domain_scores_gemma":[0.9994767,0.0001985822,0.0001032015,0.00003009462,0.000164151,0.00002720845],"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":[0.0001397123,0.00001251839,0.0007240328,0.0000653157,0.00001073648,0.00002560147,0.00006081843,0.0001443286,0.9940261,0.00007366473,0.00001741912,0.004699733],"study_design_scores_gemma":[0.000004982244,0.0002887723,0.004180078,0.00001761998,0.00003003065,0.00009418347,0.0001059874,0.002011975,0.9914072,0.0001087889,0.001734786,0.00001567231],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9353281,0.003684683,0.05705234,0.00006673888,0.00006216964,0.00008423489,0.0003896683,0.0002859255,0.003046016],"genre_scores_gemma":[0.9207598,0.006163924,0.06596807,0.00008797251,0.00003454788,0.0001523788,0.0004772105,0.0001165355,0.006239531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001354137,"threshold_uncertainty_score":0.004530013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024761625893115,"score_gpt":0.2513073431753028,"score_spread":0.2410597269163716,"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."}}