{"id":"W2187289097","doi":"10.1109/iemcon.2015.7344487","title":"Instance transformation for declarative solvers or: Instant model finders","year":2015,"lang":"en","type":"article","venue":"","topic":"Logic, Reasoning, and Knowledge","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Instant; Computer science; Transformation (genetics); Model transformation; Programming language; Instant messaging; Theoretical computer science; Parallel computing; Artificial intelligence; World Wide Web","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":[0.0002659207,0.0001193825,0.0001308932,0.00005841007,0.0001077954,0.0000932726,0.0004170233,0.00006620739,0.000004321169],"category_scores_gemma":[0.000049832,0.0000828069,0.00005582351,0.0002099088,0.00003448908,0.001157802,0.00003514824,0.00006317926,0.00002471984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113098,"about_ca_system_score_gemma":0.0003934013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008149252,"about_ca_topic_score_gemma":0.0002545516,"domain_scores_codex":[0.9991468,0.00001884913,0.0001753868,0.0002275008,0.0001850085,0.0002464063],"domain_scores_gemma":[0.9993774,0.00004772412,0.00005180988,0.0002148397,0.0001771187,0.000131091],"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":[0.00007817302,0.0000561417,0.00001701432,0.00001413011,0.00001453392,0.000001433137,0.02412936,0.005287464,0.00005608023,0.9523508,0.006503969,0.01149088],"study_design_scores_gemma":[0.001172937,0.0001730622,0.000007921278,0.000008061734,0.000003983622,0.000003382203,0.0008358137,0.9544426,0.001564272,0.03073984,0.01087549,0.0001726536],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00260114,0.00004091915,0.8723204,0.0003975708,0.0001398745,0.0002789672,0.000002831995,0.0001404156,0.1240779],"genre_scores_gemma":[0.8977598,0.00001452609,0.09974077,0.000479302,0.00001810954,0.00004415093,0.000003894174,0.000005978181,0.001933496],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9491552,"threshold_uncertainty_score":0.3376767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.12749544721254,"score_gpt":0.3056098349195037,"score_spread":0.1781143877069637,"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."}}