{"id":"W4362693428","doi":"10.3791/65187-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College","funders":"","keywords":"Computer science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006357976,0.000139891,0.0001254609,0.00002816007,0.0001670667,0.00007386981,0.0003022537,0.0001075864,0.02512732],"category_scores_gemma":[0.00001547137,0.0001306086,0.00006244704,0.0003141224,0.00004780935,0.00005866791,0.0002641827,0.000133532,0.03927644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001844396,"about_ca_system_score_gemma":0.00003294729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001273335,"about_ca_topic_score_gemma":0.00002154085,"domain_scores_codex":[0.9990525,0.000005819063,0.0002093606,0.0003248473,0.0001092585,0.0002981994],"domain_scores_gemma":[0.9992054,0.0000420748,0.0000527221,0.0005727968,0.00002090957,0.0001060659],"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":[0.000002709455,0.00005596253,0.0001165319,0.0000484927,0.00003299188,0.000009331069,0.00005043696,0.000006385604,0.04836139,0.0011525,0.9491392,0.001024103],"study_design_scores_gemma":[0.0002002001,0.00000371911,0.0002422779,0.0000224227,0.00003697799,0.000003053263,0.0002996302,0.0007665876,0.03497504,0.00008684359,0.9631686,0.0001946697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2361729,0.0003478666,0.003078453,0.07307236,0.001362919,0.001122842,0.2071516,0.002644983,0.4750461],"genre_scores_gemma":[0.3651104,0.0003558649,0.0001292289,0.002345906,0.0005206187,0.00003054893,0.03811448,0.0000557291,0.5933372],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1690371,"threshold_uncertainty_score":0.9757639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03480253500935402,"score_gpt":0.3007535215336778,"score_spread":0.2659509865243238,"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."}}