{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0007624613,0.0005894513,0.0007356973,0.0002569574,0.002084903,0.0005398976,0.002197276,0.0001630152,0.0002359724],"category_scores_gemma":[0.00005012822,0.0005437092,0.0002708892,0.001525825,0.0008131142,0.0002060065,0.001269512,0.000841809,0.00001722685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009885362,"about_ca_system_score_gemma":0.0004631349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001999092,"about_ca_topic_score_gemma":0.001629598,"domain_scores_codex":[0.9960988,0.0004315237,0.0006586458,0.001098256,0.001065783,0.0006469741],"domain_scores_gemma":[0.9968968,0.0005500466,0.0006124878,0.001380424,0.0001098529,0.0004504036],"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":[0.0002482524,0.0002029172,0.0001105905,0.0002288766,0.000170672,0.000009866984,0.05503545,0.0004988487,0.0001897997,0.8767949,0.002540257,0.06396952],"study_design_scores_gemma":[0.004305318,0.004547385,0.08259048,0.00136423,0.0007177555,0.0003853364,0.09858434,0.2206203,0.01349379,0.3622406,0.2053135,0.0058371],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1702693,0.02978269,0.5503108,0.1540284,0.01242895,0.008184549,0.0001631878,0.0006239572,0.07420819],"genre_scores_gemma":[0.7826378,0.001053326,0.1833181,0.0005428969,0.0007002659,0.0001923532,0.0003511187,0.0001306876,0.0310735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6123685,"threshold_uncertainty_score":0.9997014,"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."}}