{"id":"W4404007211","doi":"10.1002/adfm.202416095","title":"Photochemical Patterning and Characterization of Mechanical Properties on Soft Materials","year":2024,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Photochromic and Fluorescence Chemistry","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"HORIZON EUROPE European Research Council; University of Bristol; Biotechnology and Biological Sciences Research Council; Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada; European Commission","keywords":"Materials science; Characterization (materials science); Nanotechnology; Soft materials; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015879,0.0002273865,0.0000906778,0.0002312053,0.0001220129,0.0001918809,0.0001639972,0.0002012819,0.001473748],"category_scores_gemma":[0.0003440929,0.0001146376,0.0001007219,0.0001620801,0.0002563415,0.0002255133,0.0001448033,0.0003747431,0.000284655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002337383,"about_ca_system_score_gemma":0.0001353919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001939448,"about_ca_topic_score_gemma":0.0004206486,"domain_scores_codex":[0.9998857,0.00001242385,0.00000842288,0.0000274659,0.00004743836,0.00001855749],"domain_scores_gemma":[0.9996355,0.0001268827,0.0001107479,0.00006135489,0.00004266562,0.00002287785],"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":[0.000007282678,0.000004233034,0.00003807882,0.00001648161,0.000001047898,0.00001025215,0.000006684963,0.0000539092,0.998753,0.0000771468,0.00001900981,0.001012877],"study_design_scores_gemma":[0.000001196882,0.0000184482,0.0004174567,0.000001276547,0.000001165143,0.00001183117,0.000003656942,0.0003243337,0.998852,0.00001612686,0.000350929,0.000001466573],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975438,0.000947717,0.01867443,0.00009537655,0.00004392782,0.00004752748,0.0003029205,0.0001338799,0.00431615],"genre_scores_gemma":[0.9856322,0.0003595376,0.01101942,0.00004545004,0.00001073857,0.0000620021,0.0001668852,0.00004330806,0.002660573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001473748,"threshold_uncertainty_score":0.004930198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01619437404851914,"score_gpt":0.2230100618563746,"score_spread":0.2068156878078555,"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."}}