{"id":"W2065434574","doi":"10.1109/mcse.2009.206","title":"Software Engineering and Computational Science","year":2009,"lang":"en","type":"article","venue":"Computing in Science & Engineering","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Software engineering; Software; Computational science; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009335199,0.0008391644,0.001043514,0.003656626,0.002080518,0.008902195,0.001143107,0.003733212,0.0082815],"category_scores_gemma":[0.02707173,0.0005003137,0.0006899274,0.003904619,0.01715548,0.01184929,0.004066056,0.006248948,0.002608817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003243373,"about_ca_system_score_gemma":0.004710326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003840697,"about_ca_topic_score_gemma":0.002464274,"domain_scores_codex":[0.9884043,0.005971425,0.0007723483,0.001059507,0.003258146,0.0005342141],"domain_scores_gemma":[0.954908,0.03570557,0.00141065,0.002720859,0.004167355,0.001087575],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001023706,0.00001858982,0.0005448712,0.0001839146,0.00001940027,0.00004326006,0.0004138259,0.00112096,0.0001240878,0.9582046,0.01114111,0.02817504],"study_design_scores_gemma":[0.000005479061,0.00000984148,0.0002272657,0.000201719,0.000003996962,0.00006319549,0.0002848098,0.001209199,0.0001426333,0.9253443,0.0724971,0.00001038695],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.01760988,0.1601963,0.2413484,0.3014908,0.005604074,0.00009010085,0.0003312379,0.0009423268,0.2723869],"genre_scores_gemma":[0.6246377,0.1260224,0.1278928,0.046953,0.009371534,0.0003716775,0.000642558,0.001098066,0.06301027],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9906648,"threshold_uncertainty_score":0.04936987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04432725835093662,"score_gpt":0.3363456757774831,"score_spread":0.2920184174265464,"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."}}