{"id":"W4319792671","doi":"10.3791/64780-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Perioperative; Surgical team; Intubation; Central venous catheter; Translational research; Catheter; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002821483,0.000197161,0.0001879088,0.0001040141,0.0001511279,0.00008746461,0.0003143657,0.00006459989,0.003701574],"category_scores_gemma":[0.0002428958,0.0001763402,0.00006511056,0.0003707183,0.00006793089,0.0001587975,0.0004300311,0.0001943025,0.03543904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002013884,"about_ca_system_score_gemma":0.00002743918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002947891,"about_ca_topic_score_gemma":0.00001094785,"domain_scores_codex":[0.9986263,0.00009115574,0.0002393349,0.0004229739,0.0002108837,0.0004093664],"domain_scores_gemma":[0.9990185,0.0003534863,0.00007391255,0.0004073239,0.00002677645,0.0001200319],"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":[0.0001021081,0.00006784619,0.002284327,0.00007452661,0.00007743825,0.0009351099,0.0004625547,0.000006393379,0.002663748,0.001500548,0.987364,0.004461394],"study_design_scores_gemma":[0.00114938,0.003068612,0.05200658,0.0003720114,0.00009372034,0.0002028319,0.004288206,0.0322366,0.0008313028,0.001195126,0.9034361,0.001119487],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8225359,0.0005328756,0.0005395972,0.003910677,0.00214396,0.0004826938,0.01912334,0.002369133,0.1483618],"genre_scores_gemma":[0.892256,0.00007678571,0.0002347878,0.0005368457,0.0004514078,0.000007996927,0.001955082,0.00004237025,0.1044387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08392786,"threshold_uncertainty_score":0.9972092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3261017316143741,"score_gpt":0.4545527248724746,"score_spread":0.1284509932581004,"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."}}