{"id":"W4387968538","doi":"10.3791/65382-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Transformation (genetics); Biology; Genome; Expression vector; Agrobacterium tumefaciens; Genetically modified crops; Gene; Computational biology; Chlorella vulgaris; Reporter gene; Genetics; Transgene; Botany; Gene expression","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":[0.0006633236,0.001313491,0.001081596,0.002922781,0.000864855,0.002915823,0.00215165,0.001733786,0.7895836],"category_scores_gemma":[0.005076106,0.0004036447,0.0007435037,0.002913102,0.0002634869,0.002260045,0.002486181,0.001056359,0.5247151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008824937,"about_ca_system_score_gemma":0.001598887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009732014,"about_ca_topic_score_gemma":0.02148868,"domain_scores_codex":[0.9996154,0.00005091201,0.00003139944,0.00009438155,0.0001513175,0.00005656682],"domain_scores_gemma":[0.9982843,0.0005411766,0.0001035222,0.0001542579,0.0005678965,0.0003488483],"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":[0.00005782526,0.00001366726,0.0001606441,0.0003522842,0.000005302507,0.00004014487,0.00001784264,0.00006718482,0.0001140271,0.0003750386,0.9799744,0.01882166],"study_design_scores_gemma":[0.00003616745,0.00001711455,0.0008699403,0.0002889314,0.00001186684,0.0001103888,0.00006356073,0.0002082554,0.0002083621,0.001303217,0.9968601,0.00002198446],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005945476,0.001131786,0.002900617,0.001303926,0.001040071,0.0003074109,0.8588691,0.01381798,0.1200346],"genre_scores_gemma":[0.005966898,0.002380203,0.01337278,0.002578981,0.0004857189,0.001076775,0.7956885,0.007051853,0.1713983],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7895836,"threshold_uncertainty_score":0.3001334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03410012738283022,"score_gpt":0.2827676895987123,"score_spread":0.2486675622158821,"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."}}