{"id":"W2125680945","doi":"10.1002/pola.22889","title":"Large‐scale synthesis of arborescent polystyrenes","year":2008,"lang":"en","type":"article","venue":"Journal of Polymer Science Part A Polymer Chemistry","topic":"Dendrimers and Hyperbranched Polymers","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Polystyrene; Grafting; Dispersity; Yield (engineering); Polymer chemistry; Polymer; Chemistry; Substrate (aquarium); Materials science; Organic chemistry; Composite material","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":[0.001000551,0.0003259031,0.0007323274,0.0002317223,0.0004117422,0.00006649107,0.001423707,0.0001318548,0.001669525],"category_scores_gemma":[0.0001326449,0.0002685112,0.000368424,0.0008128537,0.001907218,0.0006629971,0.0002070702,0.0002625381,0.00004200246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000860345,"about_ca_system_score_gemma":0.001114206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005507604,"about_ca_topic_score_gemma":0.000002967375,"domain_scores_codex":[0.9958891,0.00005561503,0.001126141,0.000444698,0.001598138,0.0008862904],"domain_scores_gemma":[0.9973193,0.000114054,0.0010675,0.0006216035,0.000293364,0.000584148],"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":[0.00008075715,0.0002858111,0.003034417,0.00004211534,0.00002526862,0.00005642865,0.001293779,0.000001440516,0.9940829,0.00002554959,0.0007334537,0.0003381219],"study_design_scores_gemma":[0.0004845466,0.00005466049,0.0004255014,0.0001355273,0.00008289832,0.000751598,0.0007587319,0.0000174128,0.9963881,0.000006106569,0.0006009336,0.0002939421],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778417,0.01613455,0.00005624903,0.0003642724,0.001037273,0.00004801078,0.00005254839,0.00002486815,0.004440526],"genre_scores_gemma":[0.9977093,0.0001587072,0.0001275515,0.0001148646,0.0005008517,0.000005053732,7.447849e-7,0.00002763437,0.001355257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01986764,"threshold_uncertainty_score":0.9999767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01109944741070444,"score_gpt":0.236469136008615,"score_spread":0.2253696885979105,"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."}}