{"id":"W4327519133","doi":"10.1039/d3py00085k","title":"Block–random copolymer stabilisers for semi-batch emulsion polymerisation","year":2023,"lang":"en","type":"article","venue":"Polymer Chemistry","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"BASF","keywords":"Copolymer; Polystyrene; Emulsion; Emulsion polymerization; Acrylic acid; Polymer chemistry; Materials science; Block (permutation group theory); Polymerization; Chemical engineering; Viscosity; Chemistry; Organic chemistry; Polymer; Composite material; Mathematics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001153448,0.0004565362,0.0004464155,0.00006915842,0.0003317316,0.00007896015,0.0003597077,0.0002860738,0.002390176],"category_scores_gemma":[0.0001242662,0.0004772639,0.0002932259,0.0004034325,0.0001315166,0.0002348326,0.00009689672,0.0002076098,0.00009541122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009069197,"about_ca_system_score_gemma":0.00007207545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003223414,"about_ca_topic_score_gemma":0.00000162684,"domain_scores_codex":[0.9974622,0.00001738929,0.0006096819,0.000739728,0.000421171,0.0007498009],"domain_scores_gemma":[0.998346,0.0003337463,0.0003138317,0.0006748965,0.00008226437,0.0002492915],"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":[0.0002383152,0.00007741001,0.0006773756,0.0003404153,0.00006859857,0.000004471824,0.0003002774,0.00001736378,0.987236,0.00001428455,0.001153672,0.009871796],"study_design_scores_gemma":[0.001639386,0.000009982505,0.00004528333,0.00008998216,0.00008456578,0.00001252356,0.0007416159,0.001284152,0.9881741,0.00005686822,0.00730698,0.0005545817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857567,0.001995239,0.0007370904,0.001021369,0.000390963,0.0002276112,0.0005548999,0.001008558,0.00830755],"genre_scores_gemma":[0.9736408,0.0001734268,0.00004618669,0.0001416162,0.000777241,0.0003513219,0.001330971,0.0001440921,0.02339434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01508679,"threshold_uncertainty_score":0.9997679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01203113601367715,"score_gpt":0.246721062026026,"score_spread":0.2346899260123488,"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."}}