{"id":"W3007348959","doi":"10.3390/app10041370","title":"Spinal Cord Segmentation in Ultrasound Medical Imagery","year":2020,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"Prince Sultan University","keywords":"Spinal cord; Laminectomy; Medicine; Segmentation; Cord; Decompression; Artificial intelligence; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002670039,0.00005303958,0.0000865418,0.00004245347,0.00003885111,0.00003632898,0.0001582224,0.00002221369,0.0002743496],"category_scores_gemma":[0.00007833083,0.00004428561,0.00001609429,0.0004940974,0.0001585614,0.0000591973,0.00001164932,0.000106219,0.000076862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009507489,"about_ca_system_score_gemma":0.00002243859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000796975,"about_ca_topic_score_gemma":0.000003402745,"domain_scores_codex":[0.9992082,0.000007233914,0.0001265666,0.0001362453,0.0003792807,0.0001425301],"domain_scores_gemma":[0.9997833,0.00004386837,0.00001022041,0.00003466432,0.00000339343,0.0001245297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003276538,0.00008525069,0.02978604,0.000230404,0.00005544662,0.0001090093,0.002265389,0.0119431,0.3185583,0.004091801,0.01918427,0.6136582],"study_design_scores_gemma":[0.002222702,0.0003608774,0.0236503,0.0002216325,0.00008376217,0.00003875872,0.01068892,0.8690616,0.08043462,0.004346994,0.00733214,0.001557648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9395794,0.0002299046,0.03054201,0.002998082,0.0001429181,0.00007420546,0.000001094801,0.00021701,0.02621533],"genre_scores_gemma":[0.9975929,0.00002555391,0.001477262,0.0008112675,0.00007690616,0.000005934811,0.000001918048,0.000003016981,0.000005204224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8571185,"threshold_uncertainty_score":0.3003935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0233861879141928,"score_gpt":0.2812859948886793,"score_spread":0.2578998069744865,"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."}}