{"id":"W4386946417","doi":"10.3791/65707-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine; Sedation; Anesthesiology; Troubleshooting; Intensive care medicine; Cricoid pressure; Stomach; Endotracheal intubation; Airway; Workflow; Medical emergency; Intubation; Medical physics; Surgery; Computer science; Pathology; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005316976,0.001558042,0.001220169,0.002822296,0.0008531855,0.002407527,0.00228213,0.00203612,0.3413688],"category_scores_gemma":[0.004773274,0.0003230507,0.0009804309,0.002336335,0.0002737796,0.002001919,0.002019049,0.001237785,0.2672723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008751721,"about_ca_system_score_gemma":0.00164998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01599834,"about_ca_topic_score_gemma":0.04015521,"domain_scores_codex":[0.999503,0.00006069279,0.00004706446,0.0001566069,0.0001569249,0.0000757436],"domain_scores_gemma":[0.9986181,0.000387341,0.00008470385,0.0002584306,0.0004892425,0.0001620271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009456823,0.00003033964,0.0004135586,0.0005253002,0.0000143707,0.0000538887,0.00002115648,0.0002059852,0.0002185746,0.0004514011,0.9834537,0.0145172],"study_design_scores_gemma":[0.00009032027,0.00003861585,0.001913717,0.0003409292,0.0000252696,0.0001601949,0.0001083238,0.001745267,0.0007626735,0.002436658,0.9923357,0.00004236247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005852252,0.0004442116,0.001092892,0.0004003417,0.0003411039,0.000124283,0.977111,0.006800989,0.01309994],"genre_scores_gemma":[0.002774875,0.0004684217,0.003824215,0.0003852856,0.00008909182,0.0002768413,0.9792172,0.001064835,0.01189921],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6586312,"threshold_uncertainty_score":0.9394575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1002259408630545,"score_gpt":0.4188658805626307,"score_spread":0.3186399396995762,"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."}}