{"id":"W7037066005","doi":"","title":"DEVELOPMENT OF MECHANICAL CHARACTERIZATION METHOD OF HYDROGEL SCAFFOLDS USING SYNCHROTRON PROPAGATION-BASED IMAGING","year":2023,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Orthoptera Research and Taxonomy","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Canadian Light Source","keywords":"Characterization (materials science); Biocompatible material; Gelatin; Microstructure; Synchrotron; Tissue engineering; Compression (physics); Self-healing hydrogels; Compression test","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003994634,0.0004666912,0.0001489393,0.0004688817,0.000145447,0.0002180208,0.0002587496,0.0002483681,0.0008918534],"category_scores_gemma":[0.0003420162,0.0001927265,0.0001937075,0.0002715807,0.000253146,0.000283207,0.000158748,0.0003206224,0.0002508053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002834504,"about_ca_system_score_gemma":0.0002340323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005714668,"about_ca_topic_score_gemma":0.00139877,"domain_scores_codex":[0.9997709,0.00001598723,0.00002428266,0.00006215111,0.0001019449,0.00002471993],"domain_scores_gemma":[0.9995843,0.00008614809,0.0001704904,0.00003980847,0.00009417845,0.0000250942],"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":[0.000006457049,0.000005281556,0.0001288957,0.0000240248,8.388381e-7,0.00001198811,0.00001356569,0.00007475738,0.9984193,0.0000397944,0.00001534631,0.001259744],"study_design_scores_gemma":[0.000002458972,0.00004941206,0.001919599,0.000004178276,0.000003504001,0.00005606745,0.00001198367,0.001826135,0.9954277,0.00001781082,0.0006753387,0.000005627328],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8087456,0.001883925,0.1837384,0.0001624036,0.00009238541,0.0002071927,0.0007207369,0.0004554157,0.003994046],"genre_scores_gemma":[0.8616615,0.001211664,0.1327148,0.00007247602,0.00002628219,0.0003207034,0.0005378398,0.00007319314,0.003381589],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0008918534,"threshold_uncertainty_score":0.00298357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01619765087500939,"score_gpt":0.2033728079025129,"score_spread":0.1871751570275035,"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."}}