{"id":"W4386594605","doi":"10.3791/65804-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institutes of Health; H. Lundbeck A/S; Lundbeckfonden; VitreoRetinal Surgery Foundation; Research to Prevent Blindness","keywords":"Workflow; Barcode; Computer science; Interface (matter); Protocol (science); Identification (biology); Human–computer interaction; Database; Operating system; Medicine; Pathology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004177342,0.0001555701,0.0003144664,0.0002380701,0.00008261766,0.00005637997,0.0001397459,0.00005788129,0.004743216],"category_scores_gemma":[0.0002552705,0.0001212674,0.000134392,0.001022466,0.00006251384,0.00007271907,0.0001147495,0.0002001359,0.03656524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002399507,"about_ca_system_score_gemma":0.00005285085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004473213,"about_ca_topic_score_gemma":0.00001573445,"domain_scores_codex":[0.9986414,0.00004943965,0.0002626215,0.0003401324,0.000328182,0.0003782064],"domain_scores_gemma":[0.9989854,0.0001151921,0.00005114733,0.0005829086,0.00004882841,0.000216491],"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":[0.00001812485,0.00004161915,0.009716771,0.00008431014,0.0001966422,0.0003337123,0.0001241377,0.000008461487,0.0009065027,0.00007741088,0.9844594,0.004032913],"study_design_scores_gemma":[0.001268962,0.000185887,0.01968539,0.0003711456,0.00156699,0.00004834692,0.003638112,0.04789301,0.001626574,0.00008520047,0.9232121,0.0004183376],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2795175,0.00813912,0.005576909,0.3423987,0.005767748,0.001625307,0.01743218,0.003738951,0.3358036],"genre_scores_gemma":[0.4852362,0.0007241986,0.000130286,0.004603553,0.0007588862,0.000006297447,0.01125457,0.00004326781,0.4972428],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3377951,"threshold_uncertainty_score":0.9961666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03684138149670288,"score_gpt":0.3507877695590358,"score_spread":0.3139463880623329,"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."}}