{"id":"W2899114640","doi":"10.1137/1.9781611975482.44","title":"Testing Halfspaces over Rotation-Invariant Distributions","year":2019,"lang":"en","type":"book-chapter","venue":"Society for Industrial and Applied Mathematics eBooks","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Invariant (physics); Rotation (mathematics); Mathematics; Geometry; Mathematical physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004280353,0.0003846097,0.0004928387,0.00003684585,0.0004311696,0.000321035,0.0004011723,0.000528847,0.00001152447],"category_scores_gemma":[0.0000632239,0.0003386269,0.0003280378,0.0000329454,0.0001081235,0.00004813521,0.0002693512,0.0006322084,0.0000171142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004752305,"about_ca_system_score_gemma":0.0002307716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006647657,"about_ca_topic_score_gemma":8.739576e-7,"domain_scores_codex":[0.9984497,0.000004350537,0.0004248147,0.0005051029,0.0003027431,0.0003133205],"domain_scores_gemma":[0.9982564,0.0006716095,0.0004658808,0.0004126721,0.00008395683,0.0001094531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001998389,0.00001293005,6.69659e-7,0.0001414831,0.0001214406,4.197402e-7,0.0005453788,0.00001414262,0.0001131944,0.971477,0.003203091,0.02436824],"study_design_scores_gemma":[0.002737195,0.0002160977,0.000002832939,0.0007127652,0.0003618789,0.00002217975,0.0001916754,0.05412544,0.0003174636,0.8070151,0.1328635,0.001433849],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0001949125,0.00006954505,0.4478037,0.0003869711,0.0006122058,0.002212561,0.0003331539,0.0004249249,0.5479621],"genre_scores_gemma":[0.001811306,0.00001073481,0.5913509,0.0002612617,0.002061169,0.0002117676,0.0002149429,0.0001477378,0.4039302],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1644619,"threshold_uncertainty_score":0.9999066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04968396008981972,"score_gpt":0.2504123407981213,"score_spread":0.2007283807083016,"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."}}