{"id":"W7075994360","doi":"","title":"WATT: Weight Average Test-Time Adaptation of CLIP","year":2024,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tornado Spectral Systems (Canada)","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; Emperipolesis; Triacetin; Durvalumab","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":[0.001353054,0.002134881,0.0009012445,0.0008773488,0.0005601237,0.0008668449,0.002682003,0.00112875,0.005050492],"category_scores_gemma":[0.005023957,0.0004516935,0.0009216298,0.0009173113,0.0006022686,0.001858124,0.002179463,0.003069583,0.002686454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006758405,"about_ca_system_score_gemma":0.001412073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005490105,"about_ca_topic_score_gemma":0.009097379,"domain_scores_codex":[0.9992736,0.0001647649,0.00003066556,0.0002760712,0.0001693907,0.00008553289],"domain_scores_gemma":[0.9986834,0.0003664219,0.00007544541,0.0004400488,0.0003093002,0.0001253395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005630307,0.0005122025,0.003519731,0.0001609132,0.000345863,0.0002958743,0.0001144788,0.1162559,0.02648898,0.003448341,0.063285,0.7850096],"study_design_scores_gemma":[0.00003848535,0.0002019129,0.001034033,0.00001152803,0.00005476825,0.0001916793,0.00003133952,0.9729357,0.01480284,0.004818158,0.005843013,0.00003663354],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04877629,0.001126674,0.9105914,0.0004908344,0.0009226285,0.0003727532,0.001971597,0.02962187,0.00612605],"genre_scores_gemma":[0.5674177,0.0006523115,0.3908625,0.001563449,0.0007475006,0.0009276947,0.01363984,0.002767491,0.02142156],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005490105,"threshold_uncertainty_score":0.01689553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0122274631926299,"score_gpt":0.2535288614999236,"score_spread":0.2413013983072937,"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."}}