{"id":"W3173573228","doi":"10.1177/08465371211020630","title":"Evaluation of the Modified Barium Swallow Study Conducted With and Without Radiologist Supervision: A Pre- and Post-Observational Study","year":2021,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Saskatchewan Health; Saskatchewan Health Authority","funders":"","keywords":"Medicine; Fluoroscopy; Radiology; Nuclear medicine; Observational study; Tertiary care; Retrospective cohort study; Surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008926815,0.0003632791,0.0007711712,0.002343114,0.0006715085,0.001012579,0.0006366079,0.0005668671,0.000938762],"category_scores_gemma":[0.03708079,0.0004500542,0.0009339717,0.001443985,0.0006176594,0.00113319,0.001272755,0.0008585406,0.0003489421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044562,"about_ca_system_score_gemma":0.0009325804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00263397,"about_ca_topic_score_gemma":0.004436083,"domain_scores_codex":[0.9929522,0.002359293,0.00146266,0.0006910269,0.002053131,0.0004817484],"domain_scores_gemma":[0.9405826,0.01152636,0.02993757,0.002696516,0.01122759,0.004029404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004747539,0.0001816851,0.9949951,0.0000445427,0.00006127531,0.00008026101,0.0008229531,0.00002075971,0.0003274576,0.000005057982,0.00005466189,0.002931456],"study_design_scores_gemma":[0.00001027886,0.001473217,0.9972128,0.00001201517,0.000025959,0.0001916745,0.0006410131,0.0000694003,0.0001819543,0.000003619559,0.0001709739,0.000007202047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987422,0.0002615158,0.0002269625,0.00003512852,0.000009802838,0.00009025661,0.0002373237,0.000008246688,0.0003885548],"genre_scores_gemma":[0.9988293,0.0001152566,0.0004549637,0.00002183692,0.00001868305,0.00007653805,0.0003038135,0.000005721738,0.0001738028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008926815,"threshold_uncertainty_score":0.04721004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1223664788235735,"score_gpt":0.4035667910972162,"score_spread":0.2812003122736426,"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."}}