{"id":"W2507290919","doi":"10.1186/s13089-016-0044-x","title":"A unique method for estimating the reliability learning curve of optic nerve sheath diameter ultrasound measurement","year":2016,"lang":"en","type":"article","venue":"Critical Ultrasound Journal","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Health Sciences Centre Foundation","keywords":"Ultrasound; Reliability (semiconductor); Medicine; Interventional radiology; Radiology; Learning curve; Medical physics; Biomedical engineering; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01105292,0.0007811081,0.0008200481,0.002507254,0.0003966816,0.001023425,0.001207045,0.001127001,0.001213943],"category_scores_gemma":[0.06155076,0.0004848366,0.0008370987,0.001371485,0.0008071051,0.001375684,0.001464344,0.001418956,0.0005596858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006932,"about_ca_system_score_gemma":0.0009153865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001069581,"about_ca_topic_score_gemma":0.001224395,"domain_scores_codex":[0.9931901,0.002655122,0.0004799774,0.001161402,0.002341472,0.0001718784],"domain_scores_gemma":[0.9439824,0.03293522,0.00755448,0.005893959,0.009064469,0.0005694358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000891694,0.0002662195,0.1910153,0.0008695547,0.0005057644,0.000325915,0.001404875,0.05285592,0.05958312,0.005212055,0.002046065,0.6850235],"study_design_scores_gemma":[0.00008290419,0.003190102,0.1839309,0.0002461924,0.0004463496,0.005336916,0.0003323405,0.7324907,0.06102661,0.005723286,0.006795501,0.0003983479],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06488032,0.0003947928,0.9325258,0.0001006377,0.00004349134,0.0001156496,0.0001223941,0.001008547,0.0008083505],"genre_scores_gemma":[0.5030853,0.0003057436,0.4950297,0.00008324101,0.00006263862,0.0003137178,0.0002685626,0.0002336222,0.0006175796],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01105292,"threshold_uncertainty_score":0.05845416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04695763590941904,"score_gpt":0.3372064830873039,"score_spread":0.2902488471778849,"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."}}