{"id":"W4327897979","doi":"10.1002/advs.202206416","title":"Hierarchically Structured Deformation‐Sensing Mechanochromic Pigments","year":2023,"lang":"en","type":"article","venue":"Advanced Science","topic":"Force Microscopy Techniques and Applications","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Adolphe Merkle Foundation; Nottingham Trent University; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Trent University; National Science Foundation","keywords":"Deformation (meteorology); Materials science; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001098421,0.0002005669,0.00009367129,0.0001330534,0.00009083608,0.000168129,0.0001680581,0.0002321773,0.0006224387],"category_scores_gemma":[0.0001486269,0.000127428,0.0001215138,0.00009237567,0.0002233316,0.0001851897,0.0002183555,0.0003601369,0.0002132429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002430289,"about_ca_system_score_gemma":0.0001729344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003308324,"about_ca_topic_score_gemma":0.0008239716,"domain_scores_codex":[0.9999009,0.000009580211,0.00000616305,0.00002996023,0.00002931125,0.00002394707],"domain_scores_gemma":[0.9998741,0.00002276295,0.00004937674,0.00001648739,0.00001766061,0.00001965001],"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":[0.000005919006,0.000007874374,0.0000530744,0.00001234924,0.000001074655,0.00001294562,0.000008067177,0.000214759,0.9984564,0.0001677903,0.00001544008,0.001044307],"study_design_scores_gemma":[0.000006660918,0.00007405842,0.0009773476,0.000002194795,0.000002699366,0.00004410333,0.000007234896,0.002464116,0.9955716,0.00006466936,0.0007808281,0.000004466486],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782752,0.0005035308,0.01821659,0.00007833936,0.0000228389,0.00003775191,0.00009182298,0.0002037549,0.002570201],"genre_scores_gemma":[0.9855635,0.0001820392,0.01304681,0.00004359357,0.000005671844,0.00002020482,0.00004785721,0.00001034764,0.0010799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006224387,"threshold_uncertainty_score":0.002082288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007094440003721307,"score_gpt":0.2928589051315897,"score_spread":0.2857644651278684,"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."}}