{"id":"W4321763871","doi":"10.3791/64793-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transfection; Flow cytometry; Electronic circuit; Computer science; Population; Biological system; Cytometry; Cell culture; Chemistry; Molecular biology; Biology; Genetics; Electrical engineering; Engineering","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":[0.0003855801,0.001773278,0.001177171,0.002431909,0.0008738293,0.002355959,0.00214407,0.00188686,0.5149209],"category_scores_gemma":[0.002617035,0.0003494333,0.0007626078,0.00242496,0.000222144,0.002127592,0.002345616,0.001184973,0.361396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007661986,"about_ca_system_score_gemma":0.001067936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01177527,"about_ca_topic_score_gemma":0.03301286,"domain_scores_codex":[0.9996661,0.00003860905,0.00002258382,0.00009644989,0.0001240313,0.00005212269],"domain_scores_gemma":[0.9991544,0.0001996344,0.00004269136,0.0001176077,0.0003508549,0.0001347265],"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":[0.00006125843,0.00001986359,0.0001734956,0.0003433309,0.000008927769,0.00004432557,0.00001909578,0.0001329172,0.0002593619,0.000385333,0.9801645,0.0183877],"study_design_scores_gemma":[0.00005140172,0.00002813722,0.001364896,0.0002450714,0.00001820408,0.0001534737,0.0001046045,0.0009576934,0.0005523784,0.002198336,0.9942918,0.00003391958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000933184,0.001408267,0.003579661,0.0007170583,0.0007415946,0.0002746582,0.8975051,0.01433744,0.08050289],"genre_scores_gemma":[0.005741909,0.001681159,0.01050264,0.001198137,0.0002231636,0.0006371985,0.9112701,0.00386282,0.06488281],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4850791,"threshold_uncertainty_score":0.6919064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01315828210610433,"score_gpt":0.3304646991192128,"score_spread":0.3173064170131085,"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."}}