{"id":"W2525009116","doi":"","title":"VALIDATION OF ULTRASOUND-CT REGISTRATION ACROSS MULTIPLE PORCINE VERTEBRAE","year":2012,"lang":"en","type":"article","venue":"","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital","funders":"","keywords":"Cadaver; Image registration; Medicine; Ultrasound; Vertebra; Artificial intelligence; Radiology; Anatomy; Computer science; Image (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":[0.0001894413,0.0000553311,0.00009210932,0.0000206011,0.00002042295,0.000008286245,0.00003849175,0.000016707,0.0001971776],"category_scores_gemma":[0.0001337147,0.00004701737,0.00003719516,0.0001122642,0.00001876212,0.0001622976,0.000004089161,0.00004767624,0.00003559375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001254342,"about_ca_system_score_gemma":0.000002515039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008395057,"about_ca_topic_score_gemma":0.00000360723,"domain_scores_codex":[0.9995213,0.000009073255,0.0001571616,0.00004924333,0.0001208303,0.0001423739],"domain_scores_gemma":[0.9997201,0.00005473062,0.00002201964,0.0001196025,0.00001958172,0.00006397368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002361214,0.0001220598,0.5272067,0.0001746632,0.000137167,0.000001351589,0.0009715957,0.006455477,0.4323783,0.0006410895,0.01860079,0.01330846],"study_design_scores_gemma":[0.0004708162,0.000009001328,0.02944302,0.00002830859,0.0000520123,0.00001384855,0.0004501509,0.06635173,0.8984132,0.00005754714,0.004507897,0.0002024964],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347928,0.0001035966,0.06057243,0.00004276833,0.0001313985,0.00002693318,0.000003775564,0.0001239062,0.004202385],"genre_scores_gemma":[0.9982064,0.00001874201,0.001144736,0.00001976895,0.00008877432,0.000002048782,0.0000487908,0.000007645614,0.0004630583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4977637,"threshold_uncertainty_score":0.2158956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01404677929869964,"score_gpt":0.2550407059294055,"score_spread":0.2409939266307059,"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."}}