{"id":"W3211155902","doi":"10.33774/chemrxiv-2021-jh72b","title":"Mechanochemical Ring-Opening Metathesis Polymerization: Development, Scope, and Mechano-Only Copolymer Synthesis","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Synthetic Organic Chemistry Methods","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Samsung; Samsung Science and Technology Foundation","keywords":"Copolymer; Monomer; ROMP; Polymerization; Materials science; Ball mill; Chemical engineering; Metathesis; Mechanochemistry; Polymer chemistry; Miniemulsion; Precipitation polymerization; Polymer; Radical polymerization; Nanotechnology; 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":[0.0006506722,0.001061297,0.001424956,0.0001301321,0.000259826,0.0004518784,0.0009421959,0.001254156,0.02691596],"category_scores_gemma":[0.001720366,0.001004724,0.000283882,0.0002839379,0.0001757355,0.0001240945,0.003170822,0.0009793616,0.00002903341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002637808,"about_ca_system_score_gemma":0.001292362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000792957,"about_ca_topic_score_gemma":0.000009615211,"domain_scores_codex":[0.9951571,0.0001376908,0.001144559,0.002017917,0.0007803246,0.0007624506],"domain_scores_gemma":[0.996305,0.001000768,0.0005338755,0.001530249,0.0001779154,0.0004522279],"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":[0.00002647572,0.0001008257,0.00012,0.001170587,0.0007367888,0.00004575976,0.0003976137,0.00000121944,0.9443508,0.00009459775,0.00006081019,0.05289455],"study_design_scores_gemma":[0.0002908619,0.00000215717,0.000008097691,0.001122917,0.0005148207,0.0002367221,0.0008327457,0.0002058615,0.9941613,0.00009175561,0.001302507,0.001230274],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7159786,0.01596868,0.09264009,0.001342411,0.001206605,0.0006481734,0.0001736108,0.001978151,0.1700636],"genre_scores_gemma":[0.643657,0.0008271768,0.3407077,0.0002116256,0.0005605762,0.0003789017,0.0002707037,0.0004199421,0.01296634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2480676,"threshold_uncertainty_score":0.9992403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02428762269996771,"score_gpt":0.2679351841672136,"score_spread":0.2436475614672459,"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."}}