{"id":"W2784187805","doi":"10.1109/bigdata.2017.8258408","title":"iEnvironment: A software platform for integrated environmental monitoring and modeling of surface water","year":2017,"lang":"en","type":"article","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Community Based Research; University of Waterloo","funders":"Canarie","keywords":"Reusability; Extensibility; Software engineering; Computer science; Software; Systems engineering; Architecture; Engineering; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001404518,0.001201615,0.0007514482,0.001244968,0.0004401284,0.00155534,0.003085157,0.0008324815,0.004070296],"category_scores_gemma":[0.003143265,0.000749849,0.001162087,0.0007699101,0.0005790976,0.002050578,0.00265244,0.001640367,0.00167578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006998398,"about_ca_system_score_gemma":0.001956037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008589114,"about_ca_topic_score_gemma":0.006302076,"domain_scores_codex":[0.9993179,0.00008092112,0.00006440964,0.0001808295,0.0002989564,0.00005694581],"domain_scores_gemma":[0.9991488,0.0002788051,0.00009201306,0.0002249116,0.0001542355,0.0001011044],"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":[0.001486334,0.0007816558,0.03447513,0.00175281,0.00109636,0.001172188,0.00172538,0.2323214,0.1016345,0.04529283,0.1074305,0.470831],"study_design_scores_gemma":[0.0002619397,0.0001890057,0.006467033,0.0001468535,0.0002003004,0.0003005669,0.00008780418,0.7561533,0.04346983,0.01585301,0.1766234,0.000246941],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01592479,0.0002689998,0.782159,0.0002349574,0.0001111099,0.0003651217,0.003106238,0.1912349,0.006594936],"genre_scores_gemma":[0.2081081,0.001046315,0.7403671,0.0005246239,0.0001092718,0.001186093,0.02104281,0.01810772,0.009507928],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.008589114,"threshold_uncertainty_score":0.01707822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1546461263546635,"score_gpt":0.3479729143573981,"score_spread":0.1933267880027347,"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."}}