{"id":"W2109567065","doi":"10.1098/rsfs.2011.0019","title":"Three-dimensional ultrasound scanning","year":2011,"lang":"en","type":"article","venue":"Interface Focus","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Computer science; Medical diagnosis; Medical physics; Medical imaging; Ultrasound; Data science; Artificial intelligence; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006247644,0.0001244237,0.0001694992,0.00005389032,0.00004697062,0.00001179032,0.00007684085,0.00004367688,0.003789584],"category_scores_gemma":[0.0000429418,0.0001032429,0.0001662117,0.00007109805,0.00007044328,0.00006905055,0.00002803513,0.0001154408,0.000554026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002391661,"about_ca_system_score_gemma":0.00004684631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002331237,"about_ca_topic_score_gemma":0.00007905564,"domain_scores_codex":[0.9992274,0.00001134681,0.0001464513,0.0002151546,0.0001945352,0.000205103],"domain_scores_gemma":[0.9994439,0.00002448071,0.00002979684,0.0002795742,0.00006392847,0.0001582733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009212454,0.001614396,0.8146409,0.0001449549,0.001215764,0.0001313873,0.003047386,0.00002240388,0.09118902,0.0009068387,0.03758706,0.04857867],"study_design_scores_gemma":[0.00317723,0.001033118,0.5683363,0.0004969165,0.0004967067,0.001356127,0.000735271,0.00009935584,0.4070546,0.001949136,0.0146464,0.0006188121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687117,0.001623276,0.001928735,0.00008897902,0.0002260752,0.0001944049,0.00000744598,0.0001222057,0.02709716],"genre_scores_gemma":[0.9986798,0.000003691057,0.0006548074,0.00007850941,0.00009418878,0.00001106844,0.000002262481,0.00002141166,0.0004542445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3158656,"threshold_uncertainty_score":0.9971211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02353096753476874,"score_gpt":0.254406735901316,"score_spread":0.2308757683665473,"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."}}