{"id":"W4367302083","doi":"10.3791/65061-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Vestibular and auditory disorders","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Endolymphatic sac; Posterior Semicircular Canal; Medicine; Semicircular canal; Vertigo; Decompression; Anatomy; Temporal bone; Surgery; Duct (anatomy); Benign paroxysmal positional vertigo; Radiology; Inner ear; Vestibular system","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":[0.0005839986,0.001503272,0.001423167,0.003596387,0.0008696956,0.002901585,0.002030138,0.00181235,0.7006406],"category_scores_gemma":[0.006444764,0.0003625197,0.0007522395,0.003517116,0.000237252,0.002430226,0.00232276,0.001033802,0.5071604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008218439,"about_ca_system_score_gemma":0.001711465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115446,"about_ca_topic_score_gemma":0.02323327,"domain_scores_codex":[0.999513,0.00005602002,0.00005412823,0.0001400137,0.0001646592,0.00007214651],"domain_scores_gemma":[0.9978327,0.0006631674,0.0001576045,0.0002905558,0.0007451089,0.0003107938],"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":[0.00006672099,0.0000175615,0.0002184188,0.000478978,0.000006664324,0.00003313068,0.00001400768,0.00005690671,0.00008876999,0.000233959,0.9866256,0.01215933],"study_design_scores_gemma":[0.00007126948,0.00002145415,0.001563501,0.0003673002,0.00001626369,0.0001124351,0.00007715842,0.000311464,0.0002791684,0.001529307,0.9956241,0.00002657511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002481465,0.0002841684,0.0004710144,0.0003468679,0.000218053,0.0001136665,0.9770696,0.003297664,0.01795088],"genre_scores_gemma":[0.002822126,0.000683349,0.003395969,0.0006969591,0.0001563143,0.0005654545,0.9560392,0.00181551,0.0338251],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2993594,"threshold_uncertainty_score":0.4269999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05061977735012625,"score_gpt":0.3126291653834,"score_spread":0.2620093880332738,"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."}}