{"id":"W3122363095","doi":"10.1002/cjce.24049","title":"Water‐based polyurethanes for sustainable advanced manufacture","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Nanotechnology; Polymer; Coating; Printed electronics; Electronics; Polyurethane; Composite material; Inkwell; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002186105,0.00009382847,0.0001622282,0.00005012507,0.0001016917,0.0001088496,0.000233756,0.00005282666,0.00007666404],"category_scores_gemma":[0.0001059055,0.00006119725,0.00008999487,0.00006001639,0.00002416973,0.00009525456,0.00001222196,0.0001512076,0.000001630998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001266143,"about_ca_system_score_gemma":0.0003774147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002910515,"about_ca_topic_score_gemma":0.00005371244,"domain_scores_codex":[0.9991685,0.00001057355,0.0001966003,0.0000799617,0.0001064655,0.0004378698],"domain_scores_gemma":[0.999308,0.00008311635,0.00004367435,0.0001216887,0.0001614443,0.000282045],"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":[0.00001310444,0.00000246634,0.000002605397,0.00004911661,0.000007078764,0.00008910982,0.0001254045,0.02122501,0.9780742,0.0002778982,0.00005777354,0.00007625711],"study_design_scores_gemma":[0.0002689134,0.00001513125,0.000002857897,0.00003839642,0.00001714317,0.0001054891,0.00003857589,0.004170042,0.9898795,0.0002262776,0.005148019,0.00008962279],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916056,0.001378998,0.00437331,0.002231274,0.0002914267,0.00006347412,0.000006540083,0.00001207299,0.00003726738],"genre_scores_gemma":[0.996744,5.612936e-7,0.00270019,0.0002455282,0.0001953051,0.000002457656,0.000003763214,0.00001576904,0.0000924126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01705497,"threshold_uncertainty_score":0.2495551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005398481895628244,"score_gpt":0.1932683265650482,"score_spread":0.18786984466942,"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."}}