{"id":"W2119553628","doi":"10.1287/moor.2014.0672","title":"Clarke Subgradients for Directionally Lipschitzian Stratifiable Functions","year":2014,"lang":"en","type":"article","venue":"Mathematics of Operations Research","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Subderivative; Mathematics; Dimension (graph theory); Simple (philosophy); Pure mathematics; Limiting; Argument (complex analysis); Regular polygon; Geometry; Convex optimization","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":[0.0006367835,0.0004234235,0.0003294189,0.001370172,0.0004339329,0.0009511871,0.0004830999,0.0003331746,0.002714681],"category_scores_gemma":[0.002212783,0.0002599026,0.0005214732,0.0005048638,0.001266907,0.001487986,0.001125807,0.001204094,0.0003285535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009702196,"about_ca_system_score_gemma":0.0004224068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00150263,"about_ca_topic_score_gemma":0.001812714,"domain_scores_codex":[0.9998068,0.00004499816,0.000009946316,0.00004655589,0.00005952154,0.00003227211],"domain_scores_gemma":[0.9992569,0.0002737881,0.0001271413,0.00007032218,0.0001333089,0.000138614],"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":[0.0000193595,0.00001028972,0.0006304449,0.00002465961,0.000005591041,0.00007291921,0.0001565331,0.006681404,0.002798956,0.9830161,0.0003902937,0.006193563],"study_design_scores_gemma":[0.00001758539,0.00008418062,0.001776287,0.00002496692,0.00001487298,0.000207317,0.0001889148,0.113287,0.004204065,0.873948,0.006226326,0.00002048465],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4524687,0.0004603975,0.5264988,0.0004952886,0.00004457177,0.00007202219,0.0002593542,0.0001703503,0.0195307],"genre_scores_gemma":[0.9161021,0.0006115415,0.06860875,0.0001483932,0.00005263913,0.00007814164,0.0002643694,0.00006778783,0.01406625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002714681,"threshold_uncertainty_score":0.009081542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07019848095179337,"score_gpt":0.3594122155669776,"score_spread":0.2892137346151842,"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."}}