{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001190559,0.0004035523,0.0001751275,0.0002270882,0.0001393396,0.0001794457,0.0002835371,0.000299179,0.0007590012],"category_scores_gemma":[0.0001708676,0.0002315433,0.0002114964,0.000130878,0.0002661739,0.0002966444,0.0003628807,0.0006307647,0.0002840509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000213922,"about_ca_system_score_gemma":0.0001601724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003314356,"about_ca_topic_score_gemma":0.0005723881,"domain_scores_codex":[0.9998758,0.00001214751,0.000006453648,0.00003494036,0.00004458808,0.00002613792],"domain_scores_gemma":[0.9998816,0.00003261827,0.0000364688,0.00001943508,0.00001397817,0.00001589304],"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":[0.00001028759,0.000006686503,0.00002728961,0.00003631925,0.00000245418,0.00003243129,0.00001652117,0.00008875042,0.9968855,0.0001860277,0.00005492554,0.002652654],"study_design_scores_gemma":[0.000002744526,0.00003244285,0.00009911958,0.000001645786,0.000001649771,0.00004543213,0.00000356566,0.0004701382,0.9984396,0.00003130021,0.0008699226,0.000002428023],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9130688,0.003804527,0.07477496,0.000226171,0.0001671134,0.00008933936,0.000220495,0.0007241904,0.006924447],"genre_scores_gemma":[0.9683458,0.001128632,0.02545866,0.00007174863,0.00001771999,0.00005509333,0.0001117482,0.00006017401,0.004750427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007590012,"threshold_uncertainty_score":0.002539098,"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."}}