{"id":"W4409247812","doi":"10.1016/j.progpolymsci.2025.101956","title":"80 years of the Mayo Lewis equation. A comprehensive review on the numerical estimation techniques for the reactivity ratios in typical and emerging copolymerizations","year":2025,"lang":"en","type":"review","venue":"Progress in Polymer Science","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Centro de Investigación en Química Aplicada","keywords":"Reactivity (psychology); Estimation; Polymer science; Materials science; Statistical physics; Applied mathematics; Mathematics; Engineering; Physics; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003963004,0.0002283978,0.0005736559,0.0001220052,0.0002501887,0.00005878636,0.0007031054,0.0001010707,0.00001770702],"category_scores_gemma":[0.0005870991,0.0001281571,0.0001255178,0.001339056,0.0007197349,0.0001665099,0.0002041602,0.0002994155,5.142256e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007881013,"about_ca_system_score_gemma":0.0003428356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008640703,"about_ca_topic_score_gemma":0.000001710386,"domain_scores_codex":[0.9982679,0.000142199,0.0005927291,0.0004066596,0.0003591226,0.0002314241],"domain_scores_gemma":[0.9971611,0.001597634,0.0005645404,0.0005838859,0.00006654439,0.00002623003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000006659085,0.00004420159,0.00005247133,0.003496911,0.000008386691,1.877431e-7,0.00007524812,3.307849e-7,0.00003936394,0.001499255,0.000006858897,0.9947701],"study_design_scores_gemma":[0.0009849379,0.0001710206,0.002408246,0.4376596,0.002197868,0.00005880882,0.000551711,0.02714152,0.1373844,0.001002664,0.3875857,0.002853589],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003129621,0.9953237,0.002403611,0.001045421,0.00008874991,0.0009721289,0.00004709175,0.00002045373,0.0000675732],"genre_scores_gemma":[0.009188408,0.9886217,0.0003189152,0.0001897337,0.00003350383,0.00156664,0.00001994559,0.00001938259,0.00004181843],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9919165,"threshold_uncertainty_score":0.5226095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04023874508002657,"score_gpt":0.3593483181622827,"score_spread":0.3191095730822561,"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."}}