{"id":"W4388599473","doi":"10.3791/65953-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Lung transplantation; Medicine; Airway; Transplantation; Lung; Intubation; Surgery; Internal medicine","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":[0.000741003,0.002054209,0.001551318,0.003527752,0.001098229,0.003514127,0.002617504,0.002661407,0.6751163],"category_scores_gemma":[0.006305607,0.0005077128,0.00117604,0.003357923,0.000333784,0.002813295,0.002923593,0.001335003,0.4217558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044846,"about_ca_system_score_gemma":0.002147797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115626,"about_ca_topic_score_gemma":0.02423922,"domain_scores_codex":[0.9994024,0.00008066789,0.0000682743,0.000172428,0.0001904785,0.00008569595],"domain_scores_gemma":[0.9979619,0.000700502,0.000136749,0.0002414999,0.0006869059,0.000272538],"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":[0.0000774805,0.00002244275,0.000205267,0.0008748761,0.00001072811,0.00005436497,0.00003525008,0.0001089699,0.0001516869,0.0004218115,0.9793773,0.01865983],"study_design_scores_gemma":[0.00007412564,0.00002816088,0.001126363,0.00053086,0.00002408723,0.0001544242,0.0001450901,0.0004779235,0.0003574437,0.002110341,0.9949332,0.00003794419],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000532612,0.001151302,0.002194703,0.0008985716,0.0008588249,0.0004104167,0.9358485,0.01059438,0.04751064],"genre_scores_gemma":[0.0057723,0.002349975,0.01392108,0.001998787,0.0003579636,0.001793965,0.9006752,0.005046437,0.06808428],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3248837,"threshold_uncertainty_score":0.4634072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08352023584178853,"score_gpt":0.4088196981052726,"score_spread":0.3252994622634841,"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."}}