{"id":"W4311053294","doi":"10.3390/gels8120788","title":"Photosensitive Hydrogel-Based Embolic Agent Treatment of Wide-Necked Aneurysms: Preliminary Animal Results","year":2022,"lang":"en","type":"article","venue":"Gels","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of British Columbia; Toronto Metropolitan University; University of Toronto","funders":"Sunnybrook Research Institute","keywords":"Balloon; Medicine; Photopolymer; Embolization; Balloon catheter; Aneurysm; Radiology; Surgery; Materials science; Polymer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007895014,0.0002211059,0.0003867636,0.0001426309,0.0002525612,0.000006631311,0.00008991877,0.00004333489,0.0002428412],"category_scores_gemma":[0.00002998324,0.0001953894,0.000217336,0.0002892053,0.00008634424,0.00003020013,0.00004460346,0.0001007621,0.00005303003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002496447,"about_ca_system_score_gemma":0.0001677325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001547074,"about_ca_topic_score_gemma":0.000004135883,"domain_scores_codex":[0.9985191,0.00008126207,0.0003900541,0.0003981158,0.0003250355,0.0002864173],"domain_scores_gemma":[0.9989835,0.0001612885,0.0001645227,0.0004923573,0.00009340864,0.0001049157],"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":[0.07713516,0.04083641,0.01707635,0.0003456937,0.002254826,0.01149424,0.01840087,0.002308277,0.7740633,0.002197155,0.009815151,0.04407249],"study_design_scores_gemma":[0.02657355,0.06281149,0.2397902,0.0001004373,0.002294514,0.001844512,0.00172658,0.007096202,0.6140184,0.0005486127,0.04227839,0.00091705],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910144,0.0002939159,0.00001128578,0.002046271,0.00009103439,0.001058643,0.0003421891,0.00009787141,0.005044421],"genre_scores_gemma":[0.9965201,0.00001784391,0.000238212,0.000515767,0.00006397302,0.000335766,0.0004728155,0.00002883936,0.001806692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2227138,"threshold_uncertainty_score":0.7967747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02514992143764356,"score_gpt":0.2670178729560367,"score_spread":0.2418679515183932,"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."}}