{"id":"W4229542741","doi":"10.1002/spe.915","title":"Scopira: an open source C++ framework for biomedical data analysis applications","year":2008,"lang":"en","type":"article","venue":"Software Practice and Experience","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; National Research Council Institute for Biodiagnostics","funders":"","keywords":"Porting; Computer science; Visualization; Extensibility; Programming language; Interface (matter); Software engineering; Object-oriented programming; Graphical user interface; Software framework; Open source; Software; Generic programming; Data visualization; User interface; Software development; Data mining; Operating system; Component-based software 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004264577,0.0001226215,0.0002581161,0.0002467878,0.001147263,0.001293396,0.004410952,0.00006432558,0.00014261],"category_scores_gemma":[0.02275081,0.00009655423,0.00003746185,0.002463357,0.0003965545,0.003103211,0.003059107,0.0001214147,0.00007263353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001257399,"about_ca_system_score_gemma":0.0001015984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002499186,"about_ca_topic_score_gemma":0.00002609604,"domain_scores_codex":[0.9965641,0.00015389,0.0004756461,0.001534348,0.0009946034,0.0002774226],"domain_scores_gemma":[0.9906586,0.004847459,0.0003046565,0.00364329,0.0002768904,0.0002691509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001794211,0.001084217,0.01497768,0.000014173,0.0002560258,0.00002332372,0.02279142,0.0001907253,0.00001926771,0.01104545,0.06524067,0.8841776],"study_design_scores_gemma":[0.0001614587,0.00008094445,0.001280946,0.000007143462,0.0001181244,0.00002223677,0.01174821,0.008375668,0.000006030531,0.006979611,0.9710341,0.0001855126],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007996041,0.0001850844,0.9892514,0.001517213,0.0002006046,0.0004591835,0.0001069998,0.00008481729,0.0001986377],"genre_scores_gemma":[0.1884912,0.00006545919,0.8079503,0.001888596,0.0001875063,0.0002249356,0.000300069,0.00001178516,0.000880157],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9057934,"threshold_uncertainty_score":0.9997433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3259928704369736,"score_gpt":0.5155856000035914,"score_spread":0.1895927295666179,"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."}}