{"id":"W4391405049","doi":"10.53846/goediss-10318","title":"Dehydration behavior of hydrogels","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council; Georg-August-Universität Göttingen; Deutsche Forschungsgemeinschaft; Niedersächsische Ministerium für Wissenschaft und Kultur","keywords":"Self-healing hydrogels; Materials science; Dehydration; Chemical engineering; Porosity; Nanotechnology; Composite material; Polymer chemistry; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001145178,0.0002982984,0.0001064788,0.0001556308,0.0001454886,0.0001739724,0.0001428436,0.0001675962,0.001568857],"category_scores_gemma":[0.0001577442,0.000127533,0.0001904932,0.0001164325,0.0001252928,0.0003890596,0.000183857,0.0004159527,0.0002863751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002223453,"about_ca_system_score_gemma":0.00009807452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001998922,"about_ca_topic_score_gemma":0.0002829083,"domain_scores_codex":[0.9998956,0.000007033979,0.000007264788,0.00003419126,0.00003302554,0.0000228538],"domain_scores_gemma":[0.999925,0.00001880282,0.00002343293,0.000006175007,0.00001573661,0.00001079954],"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":[0.00001920397,0.000006848759,0.0001152694,0.00006747857,0.000003974485,0.00003787458,0.00004388603,0.0001707819,0.9961872,0.0002285228,0.00006244046,0.00305662],"study_design_scores_gemma":[0.000003253657,0.00006742554,0.0008266806,0.000009107232,0.000003284469,0.0000862043,0.0000189899,0.0005957915,0.9953929,0.00006844491,0.002922305,0.00000571513],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676281,0.005339457,0.01496997,0.0001790107,0.00007813776,0.0001117241,0.0006033034,0.0001367904,0.01095353],"genre_scores_gemma":[0.9856836,0.002084469,0.005690592,0.0001296591,0.00001464414,0.00006364694,0.0003042176,0.0000344619,0.005994624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001568857,"threshold_uncertainty_score":0.005248368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02312276637191986,"score_gpt":0.3207104079564913,"score_spread":0.2975876415845714,"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."}}