{"id":"W3049290609","doi":"10.1002/cjce.23865","title":"Sustainable polymer reaction engineering: Are we there yet?","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Humanity; Polymer; Process (computing); Class (philosophy); Smart polymer; Nanotechnology; Materials science; Architectural engineering; Computer science; Engineering; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002017389,0.000133082,0.0001991984,0.00005448367,0.00007901509,0.0001151445,0.0003527917,0.00007376217,0.0001613643],"category_scores_gemma":[0.0002015051,0.00008971732,0.00008130362,0.0001456932,0.00003741626,0.0001720437,0.00001896031,0.0002857147,0.00001519964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109815,"about_ca_system_score_gemma":0.0002123812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001554016,"about_ca_topic_score_gemma":0.0000307618,"domain_scores_codex":[0.9991294,0.00001379925,0.0002399324,0.00009362112,0.0001629876,0.0003603128],"domain_scores_gemma":[0.999202,0.00005712877,0.000102107,0.0001184363,0.00007111776,0.0004492493],"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":[0.00001601271,0.000002688615,0.00001618619,0.00006695536,0.00001899488,0.00005621177,0.000597835,0.0004933131,0.9965997,0.0006397484,0.001100366,0.0003920303],"study_design_scores_gemma":[0.00008965364,0.00001994179,0.00001485878,0.00008045571,0.00002137681,0.00006370046,0.0001624267,0.00169322,0.9831418,0.00001530882,0.01457078,0.0001264333],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9382985,0.03460647,0.0002569038,0.02607008,0.0004514066,0.00007763543,0.000009330888,0.00005112915,0.0001785082],"genre_scores_gemma":[0.9991964,0.00001197266,0.0001199237,0.0001971983,0.000330412,0.000002038222,2.830506e-7,0.00002457834,0.0001172434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06089781,"threshold_uncertainty_score":0.3658566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762774997281146,"score_gpt":0.1787256442055294,"score_spread":0.1610978942327179,"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."}}