{"id":"W1567221362","doi":"10.1111/j.1525-1594.2008.00639.x","title":"Ultrasound Image and Augmented Reality Guidance for Off‐pump, Closed, Beating, Intracardiac Surgery","year":2008,"lang":"en","type":"article","venue":"Artificial Organs","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; London Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Augmented reality; Intracardiac injection; Ultrasound; Medicine; Radiology; Virtual reality; Computer vision; Computer science; Biomedical engineering; Artificial intelligence; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000659775,0.000208208,0.0005604132,0.00009469401,0.0002591624,0.00002376836,0.00004834238,0.0001232715,0.00009356721],"category_scores_gemma":[0.0006640349,0.0002040986,0.0002904816,0.0002207706,0.0002447396,0.0001538042,0.00002922067,0.0001454904,0.00001704105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006504342,"about_ca_system_score_gemma":0.0001559224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000179862,"about_ca_topic_score_gemma":0.0000265377,"domain_scores_codex":[0.9984174,0.00008309743,0.0004937513,0.0003982738,0.0002414204,0.000365991],"domain_scores_gemma":[0.9984767,0.0006825435,0.0001232144,0.0003655116,0.0001825709,0.0001693885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001225473,0.0005210124,0.3931002,0.0002142409,0.0003138784,0.0002748727,0.000977785,7.025425e-7,0.3249957,0.001024601,0.1781465,0.09920502],"study_design_scores_gemma":[0.0003747794,0.0001844623,0.7017759,0.000110156,0.0002061447,0.0005869335,0.0002212273,0.00003236178,0.2285604,0.0008822031,0.06661841,0.0004470592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921514,0.0005627598,0.002415928,0.001467574,0.0002917695,0.0006313836,0.0001259302,0.0003280856,0.002025136],"genre_scores_gemma":[0.996309,0.0006844001,0.001222757,0.0005750993,0.0005472213,0.00007384244,0.0001518037,0.00004588459,0.0003900084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3086757,"threshold_uncertainty_score":0.8322898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03067627857465553,"score_gpt":0.2853038589463899,"score_spread":0.2546275803717344,"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."}}