{"id":"W266245875","doi":"","title":"Optimization of algorithms with the opal framework","year":2012,"lang":"en","type":"article","venue":"","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Generality; Computer science; Task (project management); Simple (philosophy); Session (web analytics); Domain (mathematical analysis); Base (topology); Algorithm; Theoretical computer science; Mathematics; Systems engineering; Engineering","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":[0.003539016,0.001633497,0.001382726,0.001208939,0.0007108332,0.003068804,0.002227989,0.001475383,0.005355297],"category_scores_gemma":[0.009107029,0.000755753,0.001948153,0.001243055,0.00247375,0.00313171,0.0041068,0.003238562,0.001771429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001723702,"about_ca_system_score_gemma":0.002084392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002628822,"about_ca_topic_score_gemma":0.002961199,"domain_scores_codex":[0.9957308,0.001735551,0.0002155131,0.0004899359,0.001494553,0.0003336217],"domain_scores_gemma":[0.9971054,0.001947452,0.0001906246,0.0004171397,0.0002620239,0.00007732857],"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":[0.00009877516,0.00005088982,0.0002988249,0.0003262247,0.00006836829,0.00008462225,0.0001029268,0.452853,0.0009175481,0.4550785,0.004896711,0.08522364],"study_design_scores_gemma":[0.00003034826,0.00003519345,0.00005627278,0.00003454581,0.00001611237,0.0000299699,0.000021782,0.7800047,0.0006288132,0.2061212,0.0130084,0.000012655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0009519996,0.0003247526,0.9933115,0.000177188,0.00003643741,0.00003548198,0.00004590658,0.0005784212,0.004538355],"genre_scores_gemma":[0.1067966,0.0008613836,0.8838564,0.0003135001,0.0002538908,0.0005021372,0.0003110222,0.0007840482,0.006320999],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005355297,"threshold_uncertainty_score":0.01871628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01826293320742537,"score_gpt":0.2785078008530802,"score_spread":0.2602448676456549,"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."}}