{"id":"W2015820308","doi":"10.1007/s00276-011-0884-9","title":"Semi-automated stereoradiographic upper limb 3D reconstructions using a combined parametric and statistical model: a preliminary study","year":2011,"lang":"en","type":"article","venue":"Surgical and Radiologic Anatomy","topic":"Elbow and Forearm Trauma Treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure; Hôpital Notre-Dame","funders":"","keywords":"Medicine; Humerus; Cadaveric spasm; Elbow; Upper limb; Sagittal plane; Reproducibility; Radiography; Orthodontics; Nuclear medicine; Anatomy; Radiology; Mathematics","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":[0.0001860459,0.0002472998,0.0005622231,0.000322574,0.0001891479,0.00001747828,0.00004664151,0.0001697323,0.00008966134],"category_scores_gemma":[0.0000266634,0.0001604188,0.0000833642,0.0004177799,0.0004957492,0.00006258152,0.00005273113,0.0002411001,0.00000256979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002929878,"about_ca_system_score_gemma":0.00004189237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009251556,"about_ca_topic_score_gemma":0.000002313931,"domain_scores_codex":[0.9986061,0.0001332601,0.0003362432,0.0004579543,0.0001389095,0.0003274904],"domain_scores_gemma":[0.9991914,0.0001834166,0.00006480131,0.0001913717,0.00004895644,0.0003200775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001860106,0.001645953,0.9801941,0.00006569165,0.0005641082,0.001989612,0.0005180269,0.00002159336,0.000004999592,0.005439029,0.00005899726,0.007637797],"study_design_scores_gemma":[0.009599037,0.01120296,0.73214,0.00008636469,0.001184915,0.008535592,0.001288463,0.2302964,0.000006747082,0.00502774,0.0001244682,0.0005073001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956629,0.001852256,0.0003700892,0.00004342971,0.00005133624,0.000686301,0.00002995127,0.0002473607,0.001056344],"genre_scores_gemma":[0.9906202,0.0004277676,0.008749318,0.00002957499,0.00002263514,0.00003896606,0.00002543453,0.0000157023,0.00007039816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2480541,"threshold_uncertainty_score":0.6541688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04608389764775755,"score_gpt":0.2996993602867031,"score_spread":0.2536154626389455,"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."}}