{"id":"W4249623748","doi":"10.1007/978-3-319-08638-5_6","title":"Étalé Systems","year":2014,"lang":"en","type":"book-chapter","venue":"Springer briefs in electrical and computer engineering","topic":"Constraint Satisfaction and Optimization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Formalism (music); Trajectory; sort; Sheaf; Mathematics; Pure mathematics; Physics","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"],"consensus_categories":[],"category_scores_codex":[0.0001333108,0.0002956872,0.0003627561,0.0003590402,0.00003688112,0.0002134654,0.000302275,0.0002210109,0.000007785321],"category_scores_gemma":[0.00000753838,0.0003162509,0.0000679094,0.0001090476,0.00001821936,0.0001080321,0.0001911561,0.0004647308,0.00002002846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008888668,"about_ca_system_score_gemma":0.00002966336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009458015,"about_ca_topic_score_gemma":0.000001626531,"domain_scores_codex":[0.9986333,0.00001052466,0.000345132,0.0005027893,0.0002128392,0.0002954726],"domain_scores_gemma":[0.999377,0.00009058778,0.00007848389,0.000295413,0.0000376532,0.0001209323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001386178,0.000005070568,0.00004453754,0.00005374846,0.00002453286,0.00002897162,0.00002633046,0.02932137,0.000007076009,0.8186527,0.0001563092,0.151678],"study_design_scores_gemma":[0.0001834648,0.00004453553,0.0006230773,0.0001470625,0.000005573032,0.00007248252,6.284686e-8,0.9334168,0.000005000842,0.0005208414,0.06460334,0.0003777722],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00003600241,0.0007375642,0.9871445,0.00007613313,0.0007044785,0.0001578312,6.65908e-7,0.0002731464,0.01086969],"genre_scores_gemma":[0.5171646,0.003399776,0.3179639,0.002240248,0.006481571,0.0001566455,0.00005525043,0.0006105888,0.1519274],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9040954,"threshold_uncertainty_score":0.999929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005193542043350769,"score_gpt":0.1680308470496346,"score_spread":0.1628373050062839,"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."}}