{"id":"W4367296215","doi":"10.3791/65218-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Zebrafish Biomedical Research Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"National Research Foundation of Korea; National Research Foundation","keywords":"Zebrafish; Agarose; Fluorescence microscope; Confocal; Confocal microscopy; Protocol (science); Microscopy; Visualization; Computer science; Biology; Artificial intelligence; Computer vision; Fluorescence; Pathology; Cell biology; Molecular biology; Medicine; Physics","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":[0.0006687728,0.001497002,0.001403294,0.0030259,0.0009770952,0.001926215,0.00233492,0.001972148,0.5232832],"category_scores_gemma":[0.003498865,0.0004543735,0.0007945438,0.002619032,0.0002931287,0.00153763,0.001995415,0.001148835,0.2809854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000679795,"about_ca_system_score_gemma":0.001676321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01065482,"about_ca_topic_score_gemma":0.02551413,"domain_scores_codex":[0.9995596,0.00004911694,0.00004151568,0.0001359775,0.0001398472,0.00007389939],"domain_scores_gemma":[0.9989656,0.0003645897,0.0000744843,0.0001304642,0.0003222342,0.0001427016],"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":[0.0001128635,0.00002879658,0.000409884,0.0008683545,0.00002050552,0.00007011788,0.00004211888,0.0002438959,0.0006854394,0.0006826858,0.9840277,0.01280763],"study_design_scores_gemma":[0.0001344978,0.00004386554,0.00279972,0.0004976807,0.00004078885,0.0002209864,0.0001303846,0.001052362,0.001191399,0.003980672,0.9898415,0.00006608843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003582598,0.0002464305,0.001181547,0.0001930311,0.0001470232,0.000106183,0.9848337,0.004414896,0.00851892],"genre_scores_gemma":[0.003391311,0.0005330955,0.008325771,0.000596745,0.00006274453,0.0008243547,0.9708365,0.002427114,0.01300229],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5232832,"threshold_uncertainty_score":0.6799787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02780328387395739,"score_gpt":0.3511486675709617,"score_spread":0.3233453836970043,"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."}}