{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008112836,0.0006926232,0.001272473,0.0007125862,0.001940922,0.007447206,0.0013403,0.004490797,0.01091218],"category_scores_gemma":[0.006522969,0.000406123,0.0006515498,0.001036053,0.004057772,0.01450119,0.002529837,0.005940459,0.003878652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002426845,"about_ca_system_score_gemma":0.008815733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004518149,"about_ca_topic_score_gemma":0.008542832,"domain_scores_codex":[0.997808,0.0004054393,0.0001186466,0.0002510518,0.0009076401,0.0005092474],"domain_scores_gemma":[0.9926261,0.003156688,0.0004756285,0.0003159075,0.002622074,0.0008035292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001702758,0.0005053604,0.001480446,0.009554917,0.0001112781,0.0004797282,0.001293796,0.001553112,0.01031565,0.1647372,0.164568,0.6452302],"study_design_scores_gemma":[0.00001790551,0.0001843545,0.0005257779,0.002946932,0.00005332966,0.0002417604,0.003793268,0.0006212009,0.004815186,0.1046953,0.8820105,0.00009433594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.005368685,0.719245,0.009444698,0.2406065,0.007408867,0.00004556481,0.00017135,0.0002266726,0.01748274],"genre_scores_gemma":[0.05859188,0.8701341,0.01220423,0.04018769,0.004062617,0.0001279477,0.0002491142,0.000102875,0.01433953],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01091218,"threshold_uncertainty_score":0.04290527,"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."}}