{"id":"W4308548936","doi":"10.1021/acsnano.2c05247","title":"Endoscopy Deliverable and Mushroom-Cap-Inspired Hyperboloid-Shaped Drug-Laden Bioadhesive Hydrogel for Stomach Perforation Repair","year":2022,"lang":"en","type":"article","venue":"ACS Nano","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Manitoba","funders":"","keywords":"Perforation; Stomach; Biomedical engineering; Bioadhesive; Medicine; Materials science; Surgery; Drug delivery; Nanotechnology; Composite material; Internal medicine","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":[0.0003170942,0.0002184881,0.0002099189,0.0000772172,0.0006762302,0.00003133195,0.0002865352,0.0001125782,0.00004931877],"category_scores_gemma":[0.0001179433,0.0002299619,0.0001173795,0.00015405,0.0001018797,0.00001393287,0.0002648905,0.0001052386,0.00001620248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006655738,"about_ca_system_score_gemma":0.0001528539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001463539,"about_ca_topic_score_gemma":0.00004973172,"domain_scores_codex":[0.998452,0.00009550385,0.0002926065,0.0006393001,0.0001829355,0.0003376607],"domain_scores_gemma":[0.9990882,0.00003913942,0.0001311178,0.0005368497,0.000110975,0.00009368949],"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":[0.0001461054,0.0001069082,0.0005011324,0.000027491,0.00009230839,0.000001229415,0.0001908825,0.00007804489,0.9940148,0.00008509583,0.003059335,0.00169667],"study_design_scores_gemma":[0.0009636801,0.0003748278,0.0001215073,0.000006086448,0.00008359784,0.0000254251,0.0003591439,0.003422994,0.8444453,0.0001108413,0.149755,0.0003315693],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950805,0.002541412,0.0003315584,0.0005230535,0.00008463568,0.0009624977,0.0001514966,0.00008573139,0.0002391587],"genre_scores_gemma":[0.9929582,0.0002401592,0.002414884,0.0005590562,0.0001413679,0.001536555,0.0003882724,0.0000567177,0.001704735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1495695,"threshold_uncertainty_score":0.9377573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01376572012845278,"score_gpt":0.2361152443746136,"score_spread":0.2223495242461609,"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."}}