{"id":"W2292230035","doi":"10.1002/mabi.201500408","title":"Cellular Response to Reagent‐Free Electron‐Irradiated Gelatin Hydrogels","year":2016,"lang":"en","type":"article","venue":"Macromolecular Bioscience","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Deutsche Forschungsgemeinschaft","keywords":"Self-healing hydrogels; Gelatin; Biocompatibility; Glutaraldehyde; Biophysics; Irradiation; Chemistry; Biomaterial; Cytotoxicity; Materials science; Chemical engineering; Biomedical engineering; Polymer chemistry; Nanotechnology; Biochemistry; Organic 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001442438,0.0002085806,0.0001664997,0.0002972832,0.0001152055,0.00007761825,0.001261757,0.0001147446,0.0002030054],"category_scores_gemma":[0.002212269,0.0001617207,0.00007200091,0.001265054,0.0002451041,0.00009277636,0.0003421385,0.0001805352,0.0009531198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002213027,"about_ca_system_score_gemma":0.00008917703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000015488,"about_ca_topic_score_gemma":0.00000240836,"domain_scores_codex":[0.9972602,0.0001728904,0.0002730319,0.0005079742,0.0008254205,0.0009605016],"domain_scores_gemma":[0.9982481,0.0002058781,0.00002400512,0.0009532527,0.00005762431,0.000511112],"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":[0.00003277618,0.0000144465,0.00006963603,0.000009011786,0.000008664503,0.0001124987,0.00004565429,0.00007335917,0.9941827,0.0001054732,0.001222947,0.004122857],"study_design_scores_gemma":[0.0003399728,0.0001465672,0.001539684,0.00005603698,0.000003837079,0.00001449306,0.000003371925,0.001806577,0.9661255,0.0003076979,0.02937039,0.0002857993],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389121,0.0001259989,0.05700315,0.001769191,0.0002143095,0.0002837972,0.0000204386,0.0004009303,0.001270092],"genre_scores_gemma":[0.9952922,0.00002008867,0.003626212,0.0001787648,0.00003570532,0.00002839925,0.000001358863,0.00004542124,0.0007717801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05638018,"threshold_uncertainty_score":0.9998248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008110483213412715,"score_gpt":0.2400178684541546,"score_spread":0.2319073852407419,"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."}}