{"id":"W4387159700","doi":"10.3791/65878-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Drug Transport and Resistance Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"","keywords":"Transporter; Computational biology; Drug discovery; High-throughput screening; Biology; Biochemistry; Small molecule; Gene expression; Gene; Chemistry","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":[0.0004868919,0.001461794,0.001060564,0.002935528,0.0008117468,0.002315757,0.00193882,0.001714304,0.5006139],"category_scores_gemma":[0.004674637,0.0003161239,0.000704776,0.003203031,0.0002581752,0.002061501,0.002124183,0.001079361,0.315125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008777233,"about_ca_system_score_gemma":0.001451705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0164743,"about_ca_topic_score_gemma":0.0450278,"domain_scores_codex":[0.9996299,0.00004871871,0.00003029702,0.0001227446,0.0001081312,0.0000602611],"domain_scores_gemma":[0.9986614,0.0004842573,0.00008841018,0.0001777697,0.0003958809,0.0001922962],"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":[0.0000579919,0.00001333246,0.0002613373,0.0004176614,0.000008080727,0.0000350816,0.00001787502,0.0001135164,0.000129264,0.0003639441,0.9875411,0.01104083],"study_design_scores_gemma":[0.0000504567,0.000017657,0.001175166,0.0002599663,0.00001481205,0.00008673916,0.00007857551,0.0004562404,0.0003238331,0.001656455,0.9958562,0.00002380462],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000292454,0.000331396,0.0006315373,0.0003160577,0.0001793632,0.00006910183,0.9798843,0.003083226,0.01521266],"genre_scores_gemma":[0.002369535,0.0005697425,0.003592788,0.0004416797,0.00008044099,0.00029376,0.9756968,0.001184408,0.01577088],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4993861,"threshold_uncertainty_score":0.7123137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02901434047155104,"score_gpt":0.2964904524013449,"score_spread":0.2674761119297938,"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."}}