{"id":"W3047706832","doi":"10.1002/cjce.23855","title":"Design of polymeric materials: Experiences and prescriptions","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Product (mathematics); Computer science; Product design; Process (computing); Quality (philosophy); Polymer; Biochemical engineering; Nanotechnology; Materials science; Engineering; Mathematics","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":[0.005755273,0.0009688825,0.0003869103,0.001185769,0.00161622,0.004172037,0.001599604,0.001977771,0.004525327],"category_scores_gemma":[0.005045555,0.0004546332,0.000433143,0.001043012,0.004645857,0.002982033,0.002297911,0.001773465,0.001427257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004386079,"about_ca_system_score_gemma":0.002443089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002426664,"about_ca_topic_score_gemma":0.003025787,"domain_scores_codex":[0.9955322,0.002354063,0.0002413351,0.0003652452,0.001309218,0.0001979002],"domain_scores_gemma":[0.9979532,0.001195805,0.00006721346,0.0002437999,0.0004308676,0.0001090975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006073014,0.0002582716,0.0005034286,0.0009908951,0.00002071679,0.0003688373,0.007108464,0.01690095,0.00363365,0.7981861,0.01321386,0.1587542],"study_design_scores_gemma":[0.00004573124,0.0002062111,0.0002751482,0.0009799195,0.00001005088,0.0004060383,0.002607555,0.01041108,0.006662798,0.1856391,0.792702,0.00005432383],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04489173,0.0436669,0.4786239,0.01442425,0.0006082866,0.0005128374,0.0001727623,0.0004467565,0.4166526],"genre_scores_gemma":[0.3368852,0.05048938,0.5210028,0.002557525,0.0002337341,0.0006784488,0.0002415105,0.0003719549,0.08753946],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005755273,"threshold_uncertainty_score":0.0318234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01584655682671699,"score_gpt":0.1892384185463662,"score_spread":0.1733918617196492,"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."}}