{"id":"W4254011718","doi":"10.1002/mren.201190008","title":"Macromol. React. Eng. 1/2008","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":"Polymerization; Polymer chemistry; Styrene; Acrylate; Cover (algebra); Polymer science; Catalysis; Chemistry; Materials science; Chemical engineering; Copolymer; Polymer; Organic chemistry; 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":[0.00004385018,0.0002381095,0.0002003797,0.00008952754,0.0001312196,0.0000202469,0.000135031,0.0001318537,0.0003970993],"category_scores_gemma":[0.00005701024,0.0002709103,0.0001184113,0.0001649829,0.00002382653,0.0002104012,0.0000344188,0.0002376715,0.00009283629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008916601,"about_ca_system_score_gemma":0.00001945719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001955268,"about_ca_topic_score_gemma":5.18299e-7,"domain_scores_codex":[0.9988458,0.000007759568,0.000266881,0.0003164474,0.0002383017,0.0003248492],"domain_scores_gemma":[0.9993458,0.00002736328,0.00009600312,0.0003691766,0.00004024964,0.0001214224],"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":[0.000009831582,0.0000383081,0.0001204711,0.00003343251,0.00003232953,0.0001613085,0.00008983376,0.000226482,0.9947923,0.00009029097,0.00004903633,0.004356409],"study_design_scores_gemma":[0.0002415446,0.000007742276,0.000888864,0.00004083552,0.0000175506,0.0006160359,0.00001650211,0.002117323,0.9176946,0.000006206765,0.07801993,0.0003328244],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592987,0.0003860126,0.03067016,0.00006899281,0.0003370685,0.00006442839,0.00001538825,0.000640035,0.008519215],"genre_scores_gemma":[0.9971864,0.0001988571,0.001001151,0.0000426062,0.000249791,0.00003364967,0.00009405451,0.00008322538,0.00111022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0779709,"threshold_uncertainty_score":0.9999743,"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."}}