{"id":"W4293105269","doi":"10.1126/sciadv.abo1626","title":"Mechanically mutable polymer enabled by light","year":2022,"lang":"en","type":"article","venue":"Science Advances","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"","keywords":"Elastomer; Materials science; Polystyrene; Elasticity (physics); Polymer; Soft materials; Stiffness; Fabrication; Nanotechnology; Photonics; Soft robotics; Copolymer; Composite material; Optoelectronics; Actuator","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":[0.00005637491,0.0002055906,0.00005928069,0.00008045865,0.00009817661,0.0001573809,0.0001236027,0.0001376623,0.0012333],"category_scores_gemma":[0.0001116912,0.0001088151,0.00009496949,0.00005918608,0.0002834931,0.0001851532,0.0002084929,0.0002961219,0.0002451307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001254224,"about_ca_system_score_gemma":0.0001029125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002419452,"about_ca_topic_score_gemma":0.0005651176,"domain_scores_codex":[0.9999452,0.00000563841,0.00000250254,0.00001719802,0.00001625787,0.00001322846],"domain_scores_gemma":[0.9999287,0.00002310077,0.00002327547,0.00001150348,0.000004478664,0.000008940791],"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":[0.000009976174,0.000003268378,0.00004888684,0.0000135689,9.682965e-7,0.00002858643,0.00001289218,0.00008193527,0.9981948,0.0002427218,0.00002003027,0.001342363],"study_design_scores_gemma":[0.000002168404,0.00002855735,0.0004051706,0.000001519071,0.000001790857,0.00005324963,0.00000647353,0.0004351734,0.9976132,0.00004730008,0.001402964,0.000002505491],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760849,0.000928852,0.01556748,0.0001417437,0.00004766157,0.00002215032,0.0001021916,0.0002301628,0.006874819],"genre_scores_gemma":[0.9921442,0.0003352391,0.00489266,0.00004815233,0.000007002899,0.00001458767,0.00003626183,0.00002318377,0.002498729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0012333,"threshold_uncertainty_score":0.004125834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003884302799918978,"score_gpt":0.2100409547674046,"score_spread":0.2061566519674856,"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."}}