{"id":"W4392133590","doi":"10.3791/66014-v","title":"JoVE Video Dataset","year":2024,"lang":"pt","type":"article","venue":"","topic":"Dental Radiography and Imaging","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Artificial intelligence; Computer graphics (images)","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":[],"category_scores_codex":[0.0005024591,0.001091569,0.000798889,0.002767105,0.0007097746,0.001556251,0.0015095,0.001028022,0.2497305],"category_scores_gemma":[0.003207329,0.00023057,0.0005799764,0.00263835,0.0001927191,0.001226689,0.001489658,0.0007270739,0.1641861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006388796,"about_ca_system_score_gemma":0.001278575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01182406,"about_ca_topic_score_gemma":0.02475877,"domain_scores_codex":[0.9995851,0.0000524057,0.00004259794,0.0001371142,0.000132348,0.00005049617],"domain_scores_gemma":[0.9990853,0.0002512215,0.00005161786,0.0001652145,0.0003620768,0.00008458723],"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":[0.0002469186,0.00006967404,0.001176979,0.0007340506,0.00002083552,0.0001039908,0.00006755642,0.0005328517,0.0009434637,0.001287793,0.9185248,0.07629098],"study_design_scores_gemma":[0.00007155468,0.00005564999,0.004578002,0.0002682806,0.00002727668,0.0001755013,0.0002174621,0.002756136,0.001202419,0.002571808,0.9880341,0.00004188078],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.002444797,0.0004895282,0.003894688,0.0003410396,0.0003398881,0.0003297393,0.9554824,0.005962872,0.03071509],"genre_scores_gemma":[0.007884207,0.0005283472,0.01083906,0.0002629043,0.00007903837,0.0007830237,0.9560909,0.001019141,0.02251337],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7502695,"threshold_uncertainty_score":0.8354316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01889606558860949,"score_gpt":0.3070064647867261,"score_spread":0.2881103991981165,"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."}}