{"id":"W4413426480","doi":"10.1007/s00270-025-04159-8","title":"Prognostication of Three-Month Genicular Artery Embolization Outcomes Using Pre-Procedural MRIs","year":2025,"lang":"en","type":"article","venue":"CardioVascular and Interventional Radiology","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Osteoarthritis; WOMAC; Synovitis; Radiology; Viscosupplementation; Cartilage damage; Magnetic resonance imaging; Surgery; Internal medicine; Arthritis; Pathology; Articular cartilage","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0007608559,0.000234212,0.0003787222,0.0003266042,0.0001164752,0.0003286359,0.0001598348,0.000381118,0.0009895166],"category_scores_gemma":[0.003147436,0.00009778317,0.0002390041,0.0002003542,0.0003088276,0.0002980116,0.0001883573,0.0003678407,0.0002183368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001921835,"about_ca_system_score_gemma":0.0002500644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005684656,"about_ca_topic_score_gemma":0.001286838,"domain_scores_codex":[0.9996812,0.00008679467,0.00003212401,0.00005673707,0.00008131644,0.00006185757],"domain_scores_gemma":[0.9978697,0.0004226943,0.001129564,0.00009386999,0.0001905964,0.0002934765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001831015,0.0001213966,0.9894117,0.00002582915,0.00004609368,0.0001562762,0.00004175969,0.0001298533,0.001278724,0.0000095501,0.00008827324,0.006859727],"study_design_scores_gemma":[0.00002636802,0.0009664521,0.9977809,0.000007442226,0.0000284758,0.0004764628,0.00003292334,0.00016601,0.0003981954,0.00000977749,0.0001022985,0.000004688863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999037,0.0003478339,0.0001608529,0.00004253538,0.000005239048,0.00001317924,0.00007884873,0.000005574221,0.000308948],"genre_scores_gemma":[0.9996871,0.00005490552,0.00007782006,0.00001772493,0.000009871561,0.000006154814,0.00008398401,8.820026e-7,0.00006144249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009895166,"threshold_uncertainty_score":0.00402385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657538562395444,"score_gpt":0.2790892459300333,"score_spread":0.2625138603060788,"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."}}