{"id":"W2003691366","doi":"10.1081/pre-120002903","title":"IN-LINE MONITORING OF EMULSION HOMO- AND COPOLYMERIZATIONS USING ATR-FTIR SPECTROMETRY","year":2002,"lang":"en","type":"article","venue":"Polymer Reaction Engineering","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Waterloo","keywords":"Emulsion; Fourier transform infrared spectroscopy; Mass spectrometry; Chemistry; Line (geometry); Chromatography; Materials science; Analytical Chemistry (journal); Chemical engineering; Organic chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00002625033,0.0001434665,0.0002153924,0.0004454242,0.0000424557,0.00001404648,0.00006219119,0.00008532744,0.0003480902],"category_scores_gemma":[0.00004201746,0.0001632277,0.00004752423,0.0008544377,0.0000209389,0.0002087347,0.00002549877,0.0001762472,0.000002608735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008723052,"about_ca_system_score_gemma":0.000003456798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001424441,"about_ca_topic_score_gemma":6.154402e-7,"domain_scores_codex":[0.999209,0.000003280388,0.0002589438,0.0001873108,0.0001379349,0.0002035432],"domain_scores_gemma":[0.9996244,0.00005170135,0.00008685014,0.0001569395,0.00001606868,0.00006404401],"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":[0.000002918762,0.00004921782,0.008766508,0.00006082077,0.00003324445,0.000002993941,0.00007604249,0.0003970053,0.9902713,0.00003318834,0.000002007434,0.0003047075],"study_design_scores_gemma":[0.0002303166,0.000009243638,0.001184339,0.00004558091,0.00006109841,0.00002626554,0.0001375676,0.01945131,0.978668,0.000002498097,0.00003757436,0.000146243],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917489,0.005574491,0.001628397,0.00003722728,0.0001326408,0.0000218621,0.00000437024,0.00006618154,0.0007859309],"genre_scores_gemma":[0.9980404,0.0004949204,0.0007799446,0.000003543213,0.0001973597,0.000003417597,0.000002800941,0.00002698946,0.0004506155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0190543,"threshold_uncertainty_score":0.6656233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02238181464659022,"score_gpt":0.2608873077937606,"score_spread":0.2385054931471704,"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."}}