{"id":"W2262121664","doi":"10.5555/2872965.2872969","title":"Semantic selection for model composition using SAMSaaS","year":2015,"lang":"en","type":"article","venue":"","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Ontology; Reuse; Semantics (computer science); Software engineering; Domain (mathematical analysis); Unified Modeling Language; Selection (genetic algorithm); Artificial intelligence; Software; Programming language","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":[0.003344929,0.001040052,0.001046074,0.002840283,0.001999392,0.002188536,0.001422347,0.001058488,0.003794366],"category_scores_gemma":[0.006883321,0.0006493686,0.0033886,0.001932252,0.0009835121,0.003099547,0.003222345,0.001219487,0.001397393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001317271,"about_ca_system_score_gemma":0.00205561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00312758,"about_ca_topic_score_gemma":0.005436052,"domain_scores_codex":[0.996924,0.001059015,0.0002734661,0.0004305672,0.001124118,0.0001888609],"domain_scores_gemma":[0.9980524,0.0007598952,0.0001509669,0.0005043421,0.0004230896,0.0001093544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004804351,0.0006767749,0.009940846,0.0005146428,0.0003275395,0.001034745,0.00218589,0.2130969,0.03984007,0.2335755,0.007507332,0.4908193],"study_design_scores_gemma":[0.00002220654,0.00003796876,0.0003044347,0.00003728441,0.00005026289,0.000138421,0.0002087611,0.9214923,0.01115614,0.05442408,0.01210434,0.0000238443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009434099,0.00003772993,0.9864136,0.0000861296,0.00002154972,0.0001083671,0.00007486909,0.001935208,0.001888468],"genre_scores_gemma":[0.1455959,0.00006881304,0.8515239,0.00006883129,0.0000135541,0.0002043603,0.0006914706,0.0003512132,0.001481958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003794366,"threshold_uncertainty_score":0.01768988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5498139205482993,"score_gpt":0.5267562156959017,"score_spread":0.02305770485239755,"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."}}