{"id":"W7006079613","doi":"","title":"Sorting Algorithms on Manifolds","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Probabilistic logic; Grid; Sorting; Time complexity; Tree (set theory); Sorting algorithm; Sequence (biology); Probabilistic analysis of algorithms","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005072847,0.0008095737,0.001095542,0.002404675,0.001640781,0.00186683,0.0008327794,0.0004833282,0.02142362],"category_scores_gemma":[0.002564693,0.0004583992,0.0006155537,0.005483191,0.0008329576,0.002526672,0.001690931,0.001299829,0.004263086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001731588,"about_ca_system_score_gemma":0.001140534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00563728,"about_ca_topic_score_gemma":0.004500934,"domain_scores_codex":[0.9993768,0.0001061549,0.00002544334,0.000181134,0.0001820357,0.0001283889],"domain_scores_gemma":[0.9990863,0.0003948145,0.00003313596,0.000205725,0.0001984547,0.00008169481],"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":[0.0003046202,0.0001468804,0.001378743,0.0003838669,0.00006626153,0.00007297073,0.0005535199,0.03461665,0.008237728,0.2625754,0.1598423,0.5318211],"study_design_scores_gemma":[0.00008947159,0.0001881379,0.003588981,0.0001703345,0.00007255706,0.0002419337,0.0005179649,0.165637,0.02060608,0.5039882,0.3048255,0.00007375063],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2285201,0.02276797,0.5921469,0.00934404,0.002994392,0.0002900872,0.002277192,0.01144129,0.1302181],"genre_scores_gemma":[0.515534,0.01037016,0.2898517,0.001119895,0.001263802,0.0004220667,0.005957955,0.00230453,0.1731758],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02142362,"threshold_uncertainty_score":0.0716691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02171053714656779,"score_gpt":0.2582212584269494,"score_spread":0.2365107212803816,"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."}}