{"id":"W4312281441","doi":"10.1109/cvpr52688.2022.00734","title":"Generalized Category Discovery","year":2022,"lang":"en","type":"article","venue":"2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":201,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada)","funders":"Engineering and Physical Sciences Research Council","keywords":"Computer science","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":[0.004441433,0.00116508,0.002160152,0.006006191,0.001766727,0.00419378,0.005834982,0.002941732,0.007208767],"category_scores_gemma":[0.02154202,0.000670278,0.002739888,0.004544539,0.002587478,0.007875462,0.007228673,0.003070745,0.002539277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001923802,"about_ca_system_score_gemma":0.002313473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002865424,"about_ca_topic_score_gemma":0.003964179,"domain_scores_codex":[0.9913431,0.001844812,0.0004751979,0.003337473,0.002452441,0.000546901],"domain_scores_gemma":[0.9882422,0.004899017,0.0007699693,0.003836844,0.001809521,0.0004424552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003202678,0.0002368393,0.008842869,0.0009425235,0.0003799837,0.0003898549,0.0006526593,0.02370479,0.003616299,0.1391403,0.02666979,0.7951038],"study_design_scores_gemma":[0.00004799862,0.0001473898,0.002873773,0.0002338783,0.0001390308,0.00159957,0.000444668,0.3301973,0.005697502,0.6189363,0.03958114,0.0001014966],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01629456,0.001824376,0.9716267,0.0008580828,0.0002528103,0.0002675485,0.001096817,0.001680958,0.006098138],"genre_scores_gemma":[0.2988152,0.001314298,0.6813944,0.001255022,0.0004566437,0.0005692776,0.006894046,0.0004247038,0.008876507],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007208767,"threshold_uncertainty_score":0.02411574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0500751412206696,"score_gpt":0.265972821927312,"score_spread":0.2158976807066424,"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."}}