{"id":"W2069781730","doi":"10.1002/marc.201300640","title":"Fast Optical Healing of Crystalline Polymers Enabled by Gold Nanoparticles","year":2013,"lang":"en","type":"article","venue":"Macromolecular Rapid Communications","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Materials science; Polymer; Colloidal gold; Nanoparticle; Surface plasmon resonance; Crystallite; Recrystallization (geology); Ethylene oxide; Polyethylene; Composite material; Nanotechnology; Chemical engineering; Optics; Copolymer; Metallurgy","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":[0.0003093555,0.0001834974,0.0002941673,0.00007476228,0.0002940867,0.0001421819,0.001268282,0.00007507004,0.0006243705],"category_scores_gemma":[0.00006513593,0.0001818313,0.0001122413,0.0002863461,0.0003662388,0.0001971919,0.0005166597,0.0001611704,0.0001138863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003408024,"about_ca_system_score_gemma":0.0000531455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000988618,"about_ca_topic_score_gemma":0.00001487124,"domain_scores_codex":[0.9981896,0.0002632805,0.0005722063,0.000268872,0.0002616708,0.0004443154],"domain_scores_gemma":[0.9976014,0.0002370897,0.0001779091,0.00168897,0.0001327473,0.0001618977],"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":[0.000006622955,0.0002034817,0.00001966683,0.00001986834,0.00001928334,0.000001072834,0.0002500898,0.00009757705,0.9936911,0.002092551,0.0003627813,0.00323592],"study_design_scores_gemma":[0.0003398139,0.00008532667,0.00004520743,0.00004991292,0.00004017942,0.00001355927,0.0002277777,0.01055822,0.9847543,0.0003374895,0.003309756,0.0002384323],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9526551,0.02223184,0.01414883,0.005903245,0.000109274,0.0004738134,0.00008006412,0.000191979,0.00420589],"genre_scores_gemma":[0.975069,0.0003055006,0.02397312,0.0003673898,0.0000124064,0.00007582393,0.00005656709,0.00003031812,0.0001098692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02241393,"threshold_uncertainty_score":0.7414864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125384908730059,"score_gpt":0.2405289552442387,"score_spread":0.2279904643712328,"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."}}