{"id":"W4387394515","doi":"10.3791/65802-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Bone and Joint Health Institute; University of Calgary","funders":"","keywords":"Computer science; Rheumatoid arthritis; Medicine; Feature (linguistics); Pathological; Visualization; Bone erosion; Radiology; Artificial intelligence; Pathology; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0004806495,0.001939579,0.001205655,0.002729567,0.0009341959,0.001669305,0.002134241,0.001814815,0.1515164],"category_scores_gemma":[0.002733538,0.0003028004,0.0009103839,0.002394186,0.0002836585,0.001364979,0.001622358,0.001204951,0.1299511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008251931,"about_ca_system_score_gemma":0.001178389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01996002,"about_ca_topic_score_gemma":0.06370686,"domain_scores_codex":[0.9994794,0.00006772031,0.00004055164,0.0001726189,0.0001613257,0.00007854733],"domain_scores_gemma":[0.9992237,0.0001843692,0.00004189917,0.0001673946,0.000290801,0.00009185301],"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":[0.0001471578,0.00006065131,0.0005710131,0.0006790082,0.0000252468,0.00007955656,0.00003365381,0.0003737283,0.0007092402,0.0005054145,0.9750767,0.02173868],"study_design_scores_gemma":[0.00009786581,0.0000619253,0.003207322,0.0003574645,0.00003609451,0.0002225605,0.0001658749,0.002899366,0.001373812,0.001955751,0.9895666,0.00005546614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001296964,0.0007550872,0.001419304,0.0002521317,0.0003433945,0.0001656669,0.9799352,0.004790682,0.0110416],"genre_scores_gemma":[0.002461771,0.0003872852,0.003564264,0.00016862,0.0000498767,0.0002603412,0.9862329,0.0004455789,0.006429328],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1515164,"threshold_uncertainty_score":0.506873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03654908197772301,"score_gpt":0.3345712494028721,"score_spread":0.2980221674251491,"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."}}