{"id":"W4385565012","doi":"10.3791/65609-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"National Eye Institute","keywords":"Cornea; Enucleation; Trephine; Conjunctiva; Medicine; Corneal neovascularization; Limbal stem cell; Ophthalmology; Eyelid; Pathology; Corneal epithelium; Surgery; Neovascularization","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":[0.0006078755,0.001949479,0.001688451,0.003364925,0.0009893572,0.002812547,0.002513595,0.002037016,0.5873005],"category_scores_gemma":[0.004269481,0.0004242278,0.0009983781,0.003349368,0.0002662562,0.002351776,0.002545196,0.001131705,0.3517473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007472001,"about_ca_system_score_gemma":0.001822077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0106149,"about_ca_topic_score_gemma":0.02223891,"domain_scores_codex":[0.9994862,0.00005187056,0.00005787301,0.0001447338,0.0001792863,0.00007991229],"domain_scores_gemma":[0.9987036,0.000328885,0.00008495161,0.0001917334,0.0005332683,0.000157519],"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":[0.0001080893,0.00003389732,0.0002702861,0.0009713115,0.00001512928,0.00005033039,0.00003419962,0.0001198168,0.0003241544,0.0004381413,0.9803372,0.01729746],"study_design_scores_gemma":[0.000108364,0.00004747928,0.002107763,0.0005290701,0.00003426333,0.0001873081,0.0001630359,0.0007846561,0.0007478838,0.002589499,0.992646,0.00005476732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005526646,0.0006107996,0.001363099,0.0003291546,0.0003750506,0.0002471848,0.9680029,0.007969775,0.02054945],"genre_scores_gemma":[0.004303433,0.001100583,0.008539869,0.0007311029,0.0001346098,0.00107246,0.9504046,0.00324242,0.03047084],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5873005,"threshold_uncertainty_score":0.5886657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05844279800477997,"score_gpt":0.33227501819991,"score_spread":0.27383222019513,"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."}}