{"id":"W4362718734","doi":"10.1002/smll.202300361","title":"Polymer‐Grafted, Gold Nanoparticle‐Based Nano‐Capsules as Reversible Colorimetric Tensile Strain Sensors","year":2023,"lang":"en","type":"article","venue":"Small","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Division of Materials Research; Fonds de recherche du Québec – Nature et technologies; Army Research Office; Natural Sciences and Engineering Research Council of Canada; Centre National de la Recherche Scientifique; Association Nationale de la Recherche et de la Technologie; Materials Research Science and Engineering Center, Harvard University; Institut National des Sciences Appliquées de Lyon; Agence Nationale de la Recherche; Indian National Science Academy; Université Grenoble Alpes; University of Pennsylvania; Université de Sherbrooke; École Centrale de Lyon; National Science Foundation","keywords":"Materials science; Polymer; Nanoparticle; Colloidal gold; Polystyrene; Nanochemistry; Elastomer; Nanotechnology; Emulsion; Chemical engineering; Nanocomposite; Glass transition; Colloid; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001738653,0.000232586,0.0002617357,0.0002927419,0.00008119507,0.00005423973,0.0001564267,0.0001136275,0.0001179594],"category_scores_gemma":[0.0001824108,0.0002407942,0.00007501439,0.001138673,0.00004724394,0.00009377349,0.00003478662,0.0001010706,0.0009789029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005571635,"about_ca_system_score_gemma":0.00002380948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001306722,"about_ca_topic_score_gemma":0.000025198,"domain_scores_codex":[0.998674,0.0000459411,0.000271651,0.0002710596,0.0001674591,0.0005698504],"domain_scores_gemma":[0.9993079,0.0001459697,0.0000393127,0.0002993006,0.00004463043,0.0001628569],"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":[0.00001663765,0.000012964,0.00008968772,0.00006288041,0.00002447346,0.00007824809,0.00005309684,0.1014394,0.894731,0.0002780092,0.002629906,0.0005836175],"study_design_scores_gemma":[0.0005671862,0.00007437749,0.0008993495,0.00005085383,0.00002765615,0.00001258791,0.0001287426,0.008315491,0.9799522,0.0002025457,0.009374361,0.0003946661],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935815,0.0001698106,0.0000588452,0.0000960679,0.0007218976,0.0001205217,0.00007286228,0.001766162,0.003412369],"genre_scores_gemma":[0.992139,0.00003230332,0.001250109,0.0001160837,0.0001434118,0.00001969418,0.00006965055,0.00008547529,0.006144296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09312394,"threshold_uncertainty_score":0.999799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431981311798326,"score_gpt":0.2269302257313284,"score_spread":0.2026104126133451,"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."}}