{"id":"W4411803822","doi":"10.26481/dis.20250702bg","title":"A systems approach to aortic wall pathology","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Medicine; Pathology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002214018,0.0009550132,0.0005047072,0.003822854,0.001895614,0.006629625,0.00113406,0.001504378,0.03151391],"category_scores_gemma":[0.002322701,0.000425333,0.001004631,0.001883558,0.004035829,0.003515717,0.003496597,0.002743011,0.01014684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002822727,"about_ca_system_score_gemma":0.003819235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002004628,"about_ca_topic_score_gemma":0.003134046,"domain_scores_codex":[0.9991739,0.0002946382,0.00006891265,0.000156753,0.0002340543,0.00007165837],"domain_scores_gemma":[0.9984859,0.0005011949,0.0001054923,0.0002756129,0.0004250832,0.0002068991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002377629,0.0001037093,0.001659696,0.0004399934,0.00004447117,0.0002852558,0.001380994,0.003114572,0.002552285,0.7512392,0.05972954,0.1794265],"study_design_scores_gemma":[0.00001085941,0.00008108514,0.001887687,0.0004287983,0.00002491433,0.000668999,0.001065383,0.005648382,0.0009606979,0.4179429,0.5712469,0.00003345585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.008246651,0.04638328,0.4704103,0.05170565,0.009033447,0.0005456577,0.001147986,0.002443243,0.4100838],"genre_scores_gemma":[0.1537897,0.06714042,0.452055,0.00688669,0.01054973,0.0007874179,0.001611518,0.0007288744,0.3064507],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03151391,"threshold_uncertainty_score":0.1054245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02672150835560486,"score_gpt":0.2922040496373994,"score_spread":0.2654825412817945,"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."}}