{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006768122,0.0006154551,0.0007267683,0.001711866,0.001518816,0.003449186,0.001995643,0.001557355,0.007085692],"category_scores_gemma":[0.0127322,0.0009941321,0.002091708,0.002393841,0.002507521,0.01123307,0.00319905,0.003661474,0.001993567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001412781,"about_ca_system_score_gemma":0.001749679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003149685,"about_ca_topic_score_gemma":0.003818446,"domain_scores_codex":[0.9965022,0.001430444,0.0004621134,0.0004313467,0.0009220942,0.0002518431],"domain_scores_gemma":[0.9951065,0.001936244,0.0002978041,0.001246238,0.001118139,0.0002951131],"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":[0.00001474877,0.00001893972,0.0001549842,0.00006358423,0.00001580575,0.00004910452,0.0001971933,0.001516905,0.0005012807,0.9799824,0.00249763,0.01498747],"study_design_scores_gemma":[0.00001872134,0.00001653429,0.00007385238,0.00004095358,0.00002187052,0.00008320497,0.0001088952,0.01374229,0.0007251374,0.9651608,0.01999626,0.00001156388],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004845419,0.0003043,0.9819791,0.0008977457,0.0001291408,0.0001030422,0.0003217053,0.0003864833,0.01103306],"genre_scores_gemma":[0.1842433,0.0006198553,0.8043982,0.000726588,0.0003113627,0.0003197901,0.0008644788,0.0003550829,0.008161387],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007085692,"threshold_uncertainty_score":0.03579366,"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."}}