{"id":"W1970387308","doi":"10.1115/smasis2008-519","title":"Development of Two Part Porous Shape Memory Polymer Nanocomposites","year":2008,"lang":"en","type":"article","venue":"","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Porosity; Composite material; Shape-memory polymer; Saturation (graph theory); Nanocomposite; Polymer; Actuator; Porous medium; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001709823,0.000156315,0.0002559464,0.00006597996,0.0002577687,0.00001918621,0.000274103,0.00003983837,0.001909993],"category_scores_gemma":[0.000003884168,0.0001295014,0.00005389409,0.0001165037,0.00008766085,0.0001280217,0.0001243602,0.00004901112,0.0002289807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002524164,"about_ca_system_score_gemma":0.0001356985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001368781,"about_ca_topic_score_gemma":0.00001867199,"domain_scores_codex":[0.9985791,0.00003561098,0.0004696615,0.0002686651,0.0003000003,0.0003469992],"domain_scores_gemma":[0.9994323,0.00004624229,0.0001203065,0.0002409335,0.00004462728,0.0001156058],"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":[0.00001620892,0.00008588735,0.0007411399,0.00001245818,0.00001005491,0.00001185579,0.001107826,0.00001550023,0.9956322,0.0002759026,0.0001976454,0.001893273],"study_design_scores_gemma":[0.000323521,0.0000239452,0.0005909027,0.00001964673,0.000007423517,0.0000600614,0.00005528897,0.0003223026,0.9972822,0.000008673125,0.001123366,0.0001826875],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894733,0.001099849,0.0003649216,0.00005217015,0.0002864968,0.0001012299,0.000004179603,0.0001163205,0.008501487],"genre_scores_gemma":[0.9583558,0.00001310753,0.0396994,0.0003095181,0.00008127998,0.000009923097,0.000006585594,0.00001576058,0.001508593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03933448,"threshold_uncertainty_score":0.9990024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02672135591840514,"score_gpt":0.2493073676039725,"score_spread":0.2225860116855673,"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."}}