{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000640759,0.001289637,0.0009700924,0.003556483,0.0009298987,0.002337727,0.001690082,0.00185313,0.3884242],"category_scores_gemma":[0.006994214,0.0002997392,0.0007582598,0.002871352,0.0003112778,0.001913406,0.001970539,0.001078397,0.2195753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009458425,"about_ca_system_score_gemma":0.001968514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0199057,"about_ca_topic_score_gemma":0.05267859,"domain_scores_codex":[0.9994557,0.00007183749,0.00006567185,0.0001730289,0.0001526905,0.00008103105],"domain_scores_gemma":[0.9975005,0.0009500951,0.0001860231,0.0003443722,0.0007614793,0.0002575488],"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":[0.0001014853,0.00002755628,0.0006238952,0.0007602068,0.00001275352,0.0000609672,0.00003405279,0.0001424769,0.0002171858,0.0004809308,0.9836115,0.01392695],"study_design_scores_gemma":[0.00007418969,0.00003013259,0.002569761,0.000587094,0.0000250854,0.000159521,0.0001760468,0.0006482834,0.0005563827,0.001950723,0.9931847,0.00003796629],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003607558,0.0002427281,0.0004813521,0.0002564453,0.0001739656,0.00009747975,0.9892905,0.001442495,0.007654149],"genre_scores_gemma":[0.002739414,0.0004564378,0.003574034,0.0003471399,0.00009548943,0.0004659614,0.9810367,0.0006420374,0.01064289],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3884242,"threshold_uncertainty_score":0.8723387,"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."}}