{"id":"W2023219458","doi":"10.1002/pola.21785","title":"Fundamentals and development of high‐efficiency supported catalyst systems for atom transfer radical polymerization","year":2007,"lang":"en","type":"article","venue":"Journal of Polymer Science Part A Polymer Chemistry","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Atom-transfer radical-polymerization; Catalysis; Radical polymerization; Polymerization; Polymer; Living free-radical polymerization; Cobalt-mediated radical polymerization; Polymer chemistry; Reversible addition−fragmentation chain-transfer polymerization; Chemistry; Polymer science; Nanotechnology; Materials science; Organic chemistry","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":[0.0008872352,0.0003327061,0.0005997661,0.0002009846,0.0003428702,0.0000914078,0.0005443108,0.0001833004,0.0002702483],"category_scores_gemma":[0.00004773106,0.0002997736,0.0001391496,0.0004774968,0.0008097541,0.0005310473,0.00006507435,0.0001903653,0.000001147936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001275198,"about_ca_system_score_gemma":0.0007914111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001827236,"about_ca_topic_score_gemma":9.470331e-7,"domain_scores_codex":[0.9962748,0.00001226955,0.00164484,0.0004415177,0.0009705989,0.00065597],"domain_scores_gemma":[0.998004,0.0001381422,0.0008365373,0.0003151586,0.0002362409,0.0004699898],"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":[0.0001615291,0.0002115002,0.0009879577,0.0002400161,0.00006591624,0.0000060144,0.0008108944,0.000001326968,0.9866975,0.0001040795,0.00001004139,0.01070324],"study_design_scores_gemma":[0.0009766471,0.00003707889,0.0001528012,0.0002140275,0.0000820018,0.0001862218,0.001160778,0.00005740138,0.9957146,0.000002554285,0.001095701,0.0003201809],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9494373,0.00885471,0.04081452,0.00007175567,0.0003724039,0.00009204673,0.0000740155,0.00002266102,0.0002606571],"genre_scores_gemma":[0.9986694,0.00007444896,0.0002472611,0.00003245329,0.0003328162,0.00001081293,0.00004598847,0.00003614463,0.0005506555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04923219,"threshold_uncertainty_score":0.9999455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0139783561620711,"score_gpt":0.2544682762380239,"score_spread":0.2404899200759528,"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."}}