{"id":"W2811359995","doi":"10.1186/s13089-018-0097-0","title":"Application of robotic transcranial Doppler for extended duration recording in moderate/severe traumatic brain injury: first experiences","year":2018,"lang":"en","type":"article","venue":"Critical Ultrasound Journal","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Cambridge Commonwealth Trust; University of Manitoba","keywords":"Transcranial Doppler; Medicine; Traumatic brain injury; Interventional radiology; Duration (music); Neuroradiology; Neurology; Medical physics; Radiology; Psychiatry; Acoustics","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":[0.0006634514,0.0001740709,0.0004375072,0.000133621,0.0002798364,0.00007537587,0.0001337659,0.0001169936,0.0002194127],"category_scores_gemma":[0.001876682,0.0001467086,0.0001924301,0.0002424366,0.0003946891,0.0003268904,0.000004938598,0.0002580105,0.000004719726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005779268,"about_ca_system_score_gemma":0.00008241305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009278142,"about_ca_topic_score_gemma":0.00003527903,"domain_scores_codex":[0.9981667,0.0001026083,0.0008008519,0.000278382,0.000325633,0.0003257967],"domain_scores_gemma":[0.9981673,0.001140564,0.0001191876,0.0001863367,0.0002249949,0.0001615709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.02531868,0.009428631,0.01492966,0.008441694,0.001025651,0.0001101464,0.1370066,0.0004591462,0.5079284,0.07823113,0.01401806,0.2031022],"study_design_scores_gemma":[0.04662913,0.03013742,0.2215395,0.00883384,0.002730423,0.02358408,0.09165435,0.09210706,0.1978821,0.2731585,0.007181177,0.004562393],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.794283,0.0001366107,0.2009241,0.003390079,0.0003962204,0.0005809258,0.000008531649,0.00002514415,0.0002553685],"genre_scores_gemma":[0.9918073,0.00002625963,0.007171706,0.000317124,0.0004976548,0.0001237026,0.000009299513,0.0000211984,0.00002571093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3100464,"threshold_uncertainty_score":0.5982603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03336383760766505,"score_gpt":0.3282013721094055,"score_spread":0.2948375345017404,"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."}}