{"id":"W4392733100","doi":"10.1017/9781108874144.022","title":"Stratification and stratified Morse theory","year":2024,"lang":"en","type":"other","venue":"","topic":"Polynomial and algebraic computation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Stratification (seeds); Morse code; Stratified sampling; Mathematics; Statistics; Computer science; Biology; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.0001088422,0.0001260747,0.0001016753,0.000124589,0.00001534867,0.0002328396,0.0002244294,0.00009146121,0.0002181464],"category_scores_gemma":[0.000004859754,0.000100076,0.00002448152,0.0001094722,0.00002907813,0.00007424737,0.0000794528,0.00008739637,0.0006430137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006939583,"about_ca_system_score_gemma":0.00004005866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004358337,"about_ca_topic_score_gemma":0.00004080525,"domain_scores_codex":[0.999323,0.00003061597,0.0001092759,0.0003465915,0.00009888587,0.0000916728],"domain_scores_gemma":[0.9996095,0.0000243051,0.00004968734,0.0002637727,0.000006956516,0.00004579534],"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":[3.359974e-7,0.00000536691,1.203917e-7,0.00002617406,0.00001212782,0.000002454909,0.00006164899,2.89716e-7,0.0000393107,0.6768767,0.2688165,0.0541589],"study_design_scores_gemma":[0.0001308203,0.0000440208,0.00005250015,0.0001327898,0.00002340825,0.00001386552,0.00002631859,0.01078597,0.0001716029,0.6969065,0.2912911,0.0004211307],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000006870043,0.0008473331,0.3023928,0.0004697401,0.0003882651,0.0001239054,0.000003536646,0.0005681209,0.6951994],"genre_scores_gemma":[0.004835806,0.00002696358,0.009309476,0.0001654944,0.0001933441,0.000009584997,0.00001093371,0.00007347723,0.9853749],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2930833,"threshold_uncertainty_score":0.8264855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01215352120520198,"score_gpt":0.2411389309469537,"score_spread":0.2289854097417517,"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."}}