{"id":"W4389498084","doi":"10.3791/65766-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transfection; Plasmid; Cell culture; Induced pluripotent stem cell; Regenerative medicine; Cell biology; Protocol (science); Biology; Molecular biology; Computational biology; Chemistry; Embryonic stem cell; Computer science; DNA; Stem cell; Gene; Genetics; 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":[],"category_scores_codex":[0.0003199375,0.0014829,0.0009878041,0.002531521,0.0006662408,0.001702307,0.001802396,0.001332091,0.3504241],"category_scores_gemma":[0.00162339,0.0002833296,0.0006497314,0.001850161,0.0002052279,0.001349324,0.001818261,0.0008793749,0.2143777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005159132,"about_ca_system_score_gemma":0.0009385188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00887951,"about_ca_topic_score_gemma":0.03006069,"domain_scores_codex":[0.9997188,0.0000252281,0.00001741959,0.00008647802,0.0001082997,0.00004372628],"domain_scores_gemma":[0.9994624,0.0001201201,0.00002876925,0.00008248084,0.0002202814,0.00008599107],"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":[0.0001004856,0.00002792446,0.0003024269,0.0006241179,0.00001698393,0.00007022713,0.00002865906,0.0002336704,0.001325746,0.000497809,0.9692556,0.02751634],"study_design_scores_gemma":[0.00004477729,0.00003406711,0.002987501,0.0003094903,0.00002589441,0.0003432034,0.0001072829,0.001804688,0.001557264,0.002451202,0.9902856,0.00004903147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001463315,0.001337145,0.004902081,0.0004260984,0.000526285,0.0002164716,0.9363499,0.01354933,0.04122936],"genre_scores_gemma":[0.007773195,0.001522152,0.01331402,0.0005890921,0.0001367142,0.000576655,0.937449,0.003415923,0.03522324],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3504241,"threshold_uncertainty_score":0.9265411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02996234563261686,"score_gpt":0.3201552398828462,"score_spread":0.2901928942502293,"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."}}