{"id":"W2738777993","doi":"","title":"Flows and views for scalable scientific process integration","year":2006,"lang":"en","type":"article","venue":"ACM International Conference Proceeding Series","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Workflow; Intranet; Computer science; Scalability; Process (computing); Semantics (computer science); Data science; The Internet; Software engineering; World Wide Web; Database; 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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002565916,0.0001387114,0.0001625013,0.0003644997,0.000468636,0.004022984,0.001346736,0.00003423462,0.000203836],"category_scores_gemma":[0.003907067,0.0001074326,0.00004523473,0.0004950444,0.0001966215,0.001562808,0.0003959112,0.00006987515,0.00004791605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002598975,"about_ca_system_score_gemma":0.00007649032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002674686,"about_ca_topic_score_gemma":0.0001354898,"domain_scores_codex":[0.9975141,0.00001488144,0.0005092607,0.0007831411,0.0009640496,0.0002145623],"domain_scores_gemma":[0.997353,0.000239732,0.0002288552,0.0003713466,0.001756557,0.0000505339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001448464,0.0001581194,0.02858609,0.00006293497,0.00003659198,0.000001445353,0.002649438,0.0002129005,0.01559368,0.6675177,0.127223,0.1578133],"study_design_scores_gemma":[0.0003326841,0.00005640709,0.003377359,0.00008720703,0.00001277364,0.000009866728,0.004709086,0.07777556,0.006746468,0.8026059,0.1040243,0.0002624036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8838738,0.00008411754,0.07626797,0.01022058,0.004249233,0.000725211,0.0001115589,0.0001678888,0.02429961],"genre_scores_gemma":[0.9685678,0.000002336605,0.01306441,0.00004619453,0.0002070164,0.00007287499,0.00009862876,0.000006838091,0.01793384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1575509,"threshold_uncertainty_score":0.9970109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2216755515129935,"score_gpt":0.4166380671107675,"score_spread":0.194962515597774,"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."}}