{"id":"W2139012167","doi":"10.1002/anie.201303475","title":"Polymer‐Based Muscle Expansion and Contraction","year":2013,"lang":"en","type":"article","venue":"Angewandte Chemie International Edition","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":146,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Polymer; Materials science; Contraction (grammar); Ammonium chloride; Scroll; Composite material; Chemical engineering; Polymer chemistry; Chemistry; Mechanical engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000274787,0.00007670754,0.00006089842,0.00003782503,0.00002662994,0.00003847178,0.00003726654,0.00005327427,0.0005117179],"category_scores_gemma":[0.00001366179,0.00007753944,0.00001812776,0.00002395479,0.00001041312,0.000360885,0.000008551549,0.00004980979,0.00003405111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004401479,"about_ca_system_score_gemma":0.000004306824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002207374,"about_ca_topic_score_gemma":0.000002369147,"domain_scores_codex":[0.9996089,0.000002650538,0.0001044918,0.00009316063,0.0001031806,0.00008755426],"domain_scores_gemma":[0.9998022,0.0000199988,0.00002527347,0.00005407243,0.00005699802,0.00004150971],"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":[0.000003633178,0.0000102809,0.000004041531,0.00001232759,0.000006672121,8.03936e-7,0.00001601704,0.0001202643,0.9912065,0.00019988,0.003307676,0.00511196],"study_design_scores_gemma":[0.0002867963,0.00001045077,0.0004061161,0.00002373887,0.000004591443,0.000003433852,0.000028664,0.005432031,0.9856099,0.0009761868,0.007129468,0.00008861441],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8195829,0.0004096313,0.1639483,0.001129378,0.006844078,0.0003177997,0.00008884045,0.0005812613,0.007097807],"genre_scores_gemma":[0.9982585,0.0001223086,0.000534047,0.0001589315,0.0005979427,0.00005367175,0.0001634649,0.00001497908,0.00009609367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1786756,"threshold_uncertainty_score":0.5602952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007703417243160801,"score_gpt":0.2136987686309312,"score_spread":0.2059953513877704,"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."}}