{"id":"W9888412","doi":"10.1016/j.acra.2010.09.008","title":"MRI-Based 3D Shape Analysis of Thigh Muscles","year":2010,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Muscle Physiology and Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Simon Fraser University; Vancouver Coastal Health; University of British Columbia; Vancouver Coastal Health Research Institute","funders":"","keywords":"Medicine; COPD; Thigh; Magnetic resonance imaging; Anatomy; Muscle atrophy; Atrophy; Physical medicine and rehabilitation; Skeletal muscle; Internal medicine; Radiology","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":[0.0003645906,0.0004453317,0.0004182772,0.00168397,0.0002167858,0.0008391421,0.000486825,0.0008054329,0.001925481],"category_scores_gemma":[0.001013999,0.0004202107,0.0008453904,0.0008579735,0.0002116992,0.0003430945,0.0005519047,0.0003060685,0.001152174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002108527,"about_ca_system_score_gemma":0.0003953631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002381843,"about_ca_topic_score_gemma":0.003143155,"domain_scores_codex":[0.9997813,0.00003877351,0.00001392744,0.00003720812,0.0001026884,0.00002606153],"domain_scores_gemma":[0.9996281,0.00009293418,0.00004657212,0.00005595108,0.0001452026,0.00003123069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001026916,0.0001243783,0.01874435,0.0003316907,0.0001919576,0.0007846525,0.0004252963,0.03883767,0.5283422,0.0007313737,0.002358644,0.4081008],"study_design_scores_gemma":[0.00005422287,0.0003360971,0.1142347,0.00007576805,0.0002007978,0.00902598,0.0003937692,0.7081588,0.1606804,0.001743745,0.004950555,0.0001451633],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4340836,0.001096419,0.5567104,0.0003140935,0.00005933932,0.0001586667,0.001445344,0.002978784,0.00315334],"genre_scores_gemma":[0.8120955,0.0006484602,0.182827,0.0001296067,0.00004693937,0.00007279457,0.001195414,0.0003946429,0.002589609],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002381843,"threshold_uncertainty_score":0.006441355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007461042780468502,"score_gpt":0.2634173816993954,"score_spread":0.2559563389189269,"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."}}