{"id":"W2047771187","doi":"10.1145/1094855.1094902","title":"Scopira","year":2005,"lang":"en","type":"article","venue":"","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Porting; Computer science; Visualization; MATLAB; Software engineering; Open source; Software; Open source software; Data visualization; Programming language; Computer graphics (images); Computational science; Engineering drawing; Data mining; 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":[0.0009778007,0.001616963,0.0008128204,0.001326404,0.0007850574,0.001867127,0.002839712,0.00106987,0.08502717],"category_scores_gemma":[0.004334724,0.0008504976,0.001244078,0.0009659349,0.0006410662,0.002073071,0.00236948,0.002179498,0.0440262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005020711,"about_ca_system_score_gemma":0.001772757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003368714,"about_ca_topic_score_gemma":0.004943462,"domain_scores_codex":[0.9989401,0.0001020756,0.00006725382,0.0002754003,0.0005032247,0.0001119447],"domain_scores_gemma":[0.9986148,0.0003725418,0.0000861377,0.0003292788,0.0004725016,0.0001246597],"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":[0.0006691763,0.0001425266,0.0009164263,0.001031883,0.0001158209,0.0003297605,0.0001936186,0.009532006,0.01387055,0.0244329,0.4420201,0.5067452],"study_design_scores_gemma":[0.0002621741,0.0002061645,0.00146669,0.0002601812,0.00007598948,0.001164188,0.00003881696,0.0759026,0.02430989,0.02165929,0.8745236,0.000130425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008158823,0.001832011,0.5304936,0.0007656257,0.0006919497,0.0006849898,0.009451592,0.3218195,0.1261019],"genre_scores_gemma":[0.08445948,0.002625735,0.6582039,0.001588533,0.0005760026,0.001317327,0.03787785,0.08616843,0.1271827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08502717,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0146600772743306,"score_gpt":0.2607403526573387,"score_spread":0.2460802753830081,"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."}}