{"id":"W4385332341","doi":"10.3791/65492-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Congenital heart defects research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"University of Edinburgh; International Seafood Sustainability Foundation; European Hematology Association; American Society of Hematology","keywords":"Mechanobiology; Biology; Induced pluripotent stem cell; Cell biology; Stem cell; Neuroscience; Fetus; Embryonic stem cell; Pregnancy; Genetics","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":[0.0004708455,0.001721831,0.001260413,0.003285474,0.0009071239,0.002491072,0.002017356,0.00188428,0.5556232],"category_scores_gemma":[0.003616475,0.0003667309,0.0007979532,0.003066675,0.0002572352,0.00205322,0.002413312,0.001097722,0.3453432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007302911,"about_ca_system_score_gemma":0.00149054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01185002,"about_ca_topic_score_gemma":0.02990638,"domain_scores_codex":[0.9995827,0.00004240442,0.00003389149,0.0001281635,0.0001434092,0.00006939175],"domain_scores_gemma":[0.9988419,0.0003268206,0.0000758754,0.0001429498,0.0004056296,0.0002067945],"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":[0.00008316596,0.00001872024,0.0002182062,0.0005988991,0.00001027118,0.00004477346,0.00002030045,0.0001210978,0.0003349313,0.0003322273,0.9836922,0.01452523],"study_design_scores_gemma":[0.00007189884,0.00002895334,0.001817708,0.0003428238,0.00002204468,0.0001500843,0.00009672537,0.0007643876,0.0007023937,0.002009726,0.9939516,0.00004177635],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003935139,0.0004284085,0.001096326,0.0003100504,0.0003085225,0.0001266027,0.9720082,0.005724291,0.01960411],"genre_scores_gemma":[0.003252523,0.0007767544,0.005745794,0.0004294676,0.0001316521,0.0004382736,0.9647421,0.002214804,0.02226866],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4443768,"threshold_uncertainty_score":0.6338495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03393883907568619,"score_gpt":0.3506102391397969,"score_spread":0.3166714000641107,"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."}}