{"id":"W1970601185","doi":"10.3390/pr1030238","title":"Thermo-Responsive Hydrogels for Stimuli-Responsive Membranes","year":2013,"lang":"en","type":"article","venue":"Processes","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Self-healing hydrogels; Membrane; Chemistry; Materials science; Polymer chemistry; Biochemistry","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":[0.0001437436,0.0002413564,0.0002083878,0.00006227144,0.0001932088,0.00007130802,0.0004000607,0.0001652686,0.0001363729],"category_scores_gemma":[0.001570013,0.0002044038,0.00009027305,0.0001661671,0.0001494759,0.00001753643,0.00009951029,0.00006237987,0.000217443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001445733,"about_ca_system_score_gemma":0.0003182092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005038176,"about_ca_topic_score_gemma":0.00002806402,"domain_scores_codex":[0.9986801,0.00005710774,0.0002568514,0.0005041533,0.0001398068,0.0003619971],"domain_scores_gemma":[0.9985011,0.0001564467,0.0001187007,0.0004571929,0.0006505239,0.000116008],"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":[0.0002514545,0.0001249768,0.0001444221,0.0004759143,0.0001279097,7.168782e-7,0.0002680508,0.00010855,0.9840792,0.00003598084,0.003517542,0.01086532],"study_design_scores_gemma":[0.0003059597,0.0001432478,0.00008736415,0.00002032983,0.00003468725,0.00001088062,0.0001835614,0.0001074461,0.821606,0.0007809936,0.1764507,0.0002687779],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800124,0.009663377,0.004917198,0.002002231,0.00006795482,0.00183836,0.0001013146,0.00009239314,0.001304802],"genre_scores_gemma":[0.9911501,0.0005391349,0.001901089,0.0008078386,0.0002319758,0.002685446,0.00008284112,0.00006608118,0.002535526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1729331,"threshold_uncertainty_score":0.8335345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02136413870918248,"score_gpt":0.2678460098919117,"score_spread":0.2464818711827292,"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."}}