{"id":"W7141778344","doi":"","title":"Numerical Study on the Behavior of a Biphasic Temperature-sensitive Hydrogel Twisting Actuator:Biphasic temperature-sensitive hydrogel twisting actuator","year":2023,"lang":"","type":"article","venue":"Research Explorer (The University of Manchester)","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Actuator; Finite element method; Deformation (meteorology); Grippers; Compression (physics)","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003621699,0.0009584258,0.001412734,0.0007586088,0.00159464,0.0001561914,0.001477254,0.0004917862,0.00009601175],"category_scores_gemma":[0.001066995,0.0007934697,0.0005336532,0.002563079,0.0009485633,0.0005002903,0.001198491,0.00252379,0.0003275349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007234874,"about_ca_system_score_gemma":0.0003730493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006058706,"about_ca_topic_score_gemma":0.000007824815,"domain_scores_codex":[0.9924712,0.001191478,0.000914033,0.001325521,0.00225044,0.001847295],"domain_scores_gemma":[0.9931796,0.003156909,0.0004988261,0.001698426,0.000996384,0.0004699078],"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":[0.001280905,0.0008953681,0.0002454113,0.0005896687,0.001065187,0.001763816,0.1697117,0.00302755,0.8174046,0.0009468754,0.0005973818,0.002471454],"study_design_scores_gemma":[0.00410869,0.00260408,0.005757762,0.002107168,0.0007592025,0.00007612936,0.414263,0.01028246,0.5573475,0.0004198605,0.0007105089,0.001563709],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944682,0.0001094436,0.0002015524,0.0004221772,0.0005916416,0.003652513,0.000210346,0.000252474,0.00009162623],"genre_scores_gemma":[0.9986224,0.0003032591,0.0002608496,0.00004646623,0.0003619888,0.00005009983,0.00004639115,0.0002091869,0.00009935164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2600572,"threshold_uncertainty_score":0.9997774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0724632446567063,"score_gpt":0.2995369087182883,"score_spread":0.227073664061582,"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."}}