{"id":"W2903442974","doi":"","title":"Towards a Preference Formalism for Modular Systems.","year":2015,"lang":"en","type":"article","venue":"National Conference on Artificial Intelligence","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Modular design; Formalism (music); Computer science; Programming language; Art","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":[0.0009446041,0.0002026969,0.0002372016,0.0001845191,0.0001442613,0.0004456319,0.00121651,0.0001260915,0.0000155201],"category_scores_gemma":[0.001082116,0.0001787763,0.00007509316,0.0003142711,0.00009549841,0.000577361,0.0001383295,0.0001482118,0.0002210462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00013146,"about_ca_system_score_gemma":0.0007662376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008655949,"about_ca_topic_score_gemma":0.00003011749,"domain_scores_codex":[0.9976868,0.00007346868,0.000450954,0.00050409,0.0009190604,0.0003656432],"domain_scores_gemma":[0.9973444,0.0002059072,0.0001498957,0.0003583068,0.001767645,0.0001738796],"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":[0.00003576553,0.00006537604,0.000006261782,0.00001100698,0.00000954087,0.000002187594,0.0003793428,0.002906638,0.0001374995,0.9580953,0.0005419513,0.03780914],"study_design_scores_gemma":[0.00004773686,0.0002039036,0.00007845976,0.00002879764,0.000003041332,0.000006825539,0.0002619664,0.4996341,0.006075927,0.4917774,0.001691874,0.0001900532],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002754955,0.00008657498,0.9732673,0.002578334,0.001160997,0.0004768137,0.00002282306,0.0002129741,0.01943921],"genre_scores_gemma":[0.9792432,0.00001128698,0.01977155,0.0003921507,0.0001725974,0.0001665221,0.00001150275,0.000007993764,0.0002231916],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9764882,"threshold_uncertainty_score":0.7290285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4113387233325465,"score_gpt":0.3758080877799322,"score_spread":0.03553063555261421,"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."}}