{"id":"W4395068334","doi":"10.3791/66383-v","title":"JoVE Video Dataset","year":2024,"lang":"pt","type":"article","venue":"","topic":"Optical Coherence Tomography Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001083036,0.0001917259,0.000132792,0.0001419457,0.00004365432,0.0002876539,0.0002554519,0.0001181557,0.00745245],"category_scores_gemma":[0.00001620044,0.0001857572,0.00008843684,0.0008197914,0.00005424138,0.0002265906,0.00007220727,0.0003385594,0.01505497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004137183,"about_ca_system_score_gemma":0.00002910047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004653131,"about_ca_topic_score_gemma":0.00003271786,"domain_scores_codex":[0.9989369,0.00001142814,0.0002341655,0.0003360407,0.0001601632,0.0003213175],"domain_scores_gemma":[0.9990744,0.0001669087,0.000006313479,0.0005681942,0.00001643723,0.0001677532],"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":[0.00000144135,0.00003483045,0.00003007132,0.0003341592,0.0001621095,0.00002423181,0.0001145965,0.0004643969,0.001036236,0.1668502,0.8180736,0.01287407],"study_design_scores_gemma":[0.00006883815,0.00003115899,0.0002982563,0.0001064921,0.0001220567,0.000009038059,0.0000881984,0.1512189,0.0007609768,0.002257889,0.8446676,0.0003706022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003254538,0.02520982,0.3656678,0.01090065,0.00405566,0.001932408,0.03226944,0.006347645,0.550362],"genre_scores_gemma":[0.9866624,0.0002709856,0.003893979,0.0002291265,0.0003436106,0.0001310382,0.001743117,0.00009349796,0.00663221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9834079,"threshold_uncertainty_score":0.9934549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01909308471353711,"score_gpt":0.277800870735399,"score_spread":0.2587077860218619,"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."}}