{"id":"W1991762068","doi":"10.1002/mren.200890004","title":"Macromol. React. Eng. 3/2008","year":2008,"lang":"en","type":"article","venue":"Macromolecular Reaction Engineering","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Copolymer; Methacrylate; Styrene; Polymer chemistry; Polymer science; Kinetics; Cover (algebra); Materials science; Chemical engineering; Chemistry; Polymer; Composite material; Physics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004386175,0.0002380852,0.0002003497,0.00008952182,0.0001311491,0.00002052312,0.0001350199,0.0001318433,0.0003924487],"category_scores_gemma":[0.00005775933,0.0002708747,0.0001184121,0.0001648898,0.00002382611,0.0002103701,0.00003441391,0.0002376278,0.00009279495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000890048,"about_ca_system_score_gemma":0.00001940649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001953594,"about_ca_topic_score_gemma":5.163552e-7,"domain_scores_codex":[0.998846,0.000007760616,0.0002669003,0.0003163889,0.0002382251,0.0003247368],"domain_scores_gemma":[0.999346,0.00002773963,0.00009601798,0.0003691546,0.00004023177,0.0001208422],"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":[0.000009836115,0.00003828435,0.0001195834,0.00003339769,0.00003230702,0.0001612123,0.00008869567,0.0002292467,0.9948103,0.00009067844,0.00004816859,0.004338247],"study_design_scores_gemma":[0.0002411631,0.000007702134,0.0008804976,0.00004085856,0.00001753165,0.0006068637,0.0000161776,0.002141554,0.9187095,0.000006209635,0.07699949,0.0003324403],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591489,0.0003812367,0.0309694,0.00006904806,0.0003361953,0.00006429774,0.00001545112,0.0006382819,0.008377169],"genre_scores_gemma":[0.9971628,0.0001975466,0.001010867,0.00004229988,0.0002497484,0.00003367583,0.00009404475,0.00008321126,0.001125848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07695132,"threshold_uncertainty_score":0.9999744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007225774021865322,"score_gpt":0.1879666774642108,"score_spread":0.1807409034423455,"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."}}