{"id":"W7132914093","doi":"","title":"The Complexity of Composition: New Approaches to Depth and Space","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Conjecture; Disjoint sets; Function (biology); Space (punctuation); Communication complexity; Composition (language); Key (lock); Gadget","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":[0.008220233,0.002863672,0.002592354,0.005053797,0.002887392,0.009656576,0.007132651,0.003827804,0.01054921],"category_scores_gemma":[0.04005521,0.002577441,0.006604732,0.005216089,0.01636195,0.05668425,0.01865443,0.02336954,0.001503648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007399694,"about_ca_system_score_gemma":0.002694289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003240533,"about_ca_topic_score_gemma":0.002516934,"domain_scores_codex":[0.9871401,0.002899331,0.0008157356,0.003411606,0.004145917,0.00158722],"domain_scores_gemma":[0.9376437,0.04408759,0.002244875,0.01181756,0.002223124,0.001983087],"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":[0.0002318162,0.0001265794,0.001341677,0.0003140065,0.00007297816,0.00009598847,0.0008651961,0.01563973,0.002563825,0.9327235,0.003534251,0.04249059],"study_design_scores_gemma":[0.00003716988,0.00006330393,0.0003886692,0.00005747071,0.00005274105,0.0001026885,0.0001314944,0.05018366,0.002001723,0.9399565,0.006976268,0.00004838702],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03676385,0.00303198,0.921306,0.01051442,0.0004006331,0.0002030331,0.000431822,0.0009740302,0.02637428],"genre_scores_gemma":[0.464985,0.003743738,0.5046002,0.003251244,0.00329682,0.0008731367,0.0006741174,0.002194667,0.01638113],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01054921,"threshold_uncertainty_score":0.05368876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1877929628544652,"score_gpt":0.3321489327622009,"score_spread":0.1443559699077357,"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."}}