{"id":"W4399208037","doi":"10.1680/jemmr.23.00116","title":"Novel constitutive models, challenges and opportunities of shape memory polymer composites","year":2024,"lang":"en","type":"article","venue":"Emerging Materials Research","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Shape-memory polymer; Materials science; Aerospace; Fabrication; Smart material; Polymer; Computer science; Nanotechnology; Composite material; Aerospace engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001984992,0.0001979907,0.0003882503,0.0003895976,0.0002592972,0.0002895995,0.000323417,0.00009098541,0.0006643878],"category_scores_gemma":[0.0000274288,0.0001733176,0.00004246902,0.0001201022,0.0006510809,0.0004341133,0.0004325618,0.000155719,0.00003312373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003391798,"about_ca_system_score_gemma":0.0001730873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005567707,"about_ca_topic_score_gemma":0.000007390436,"domain_scores_codex":[0.9976176,0.0002815846,0.0004390416,0.0004748761,0.0006133993,0.0005734961],"domain_scores_gemma":[0.9989843,0.0003675787,0.00005720494,0.0002797888,0.0001632185,0.0001479086],"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":[0.00005672107,0.00004162741,5.727873e-7,0.0005547921,0.00003090663,0.00002912524,0.002815352,0.00003812924,0.9099572,0.08235779,0.00009317904,0.004024648],"study_design_scores_gemma":[0.0001828212,0.00008975765,0.00001434849,0.0004879409,0.00001719706,0.00004932932,0.001285658,0.006831177,0.9888658,0.001326395,0.0006485505,0.0002010223],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8998835,0.090412,0.0002663296,0.001667826,0.0007471609,0.0002348914,0.0002081654,0.0001531711,0.006426933],"genre_scores_gemma":[0.9922765,0.00635332,0.000690179,0.00003620574,0.0002082965,0.00003209108,0.00001438695,0.00003428856,0.0003547469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09239297,"threshold_uncertainty_score":0.7274581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.208079665334986,"score_gpt":0.3586458842274801,"score_spread":0.1505662188924942,"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."}}