{"id":"W7099189477","doi":"","title":"– Lois Horowitz. University of Alberta Data Mining Flow Graphs in a Dynamic Compiler","year":2009,"lang":"en","type":"article","venue":"","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information flow; Compiler; Information system; Flow (mathematics); Data flow diagram","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002603397,0.001290521,0.0008241668,0.002263898,0.001158839,0.001898628,0.001342994,0.001093449,0.1884732],"category_scores_gemma":[0.007478659,0.0007610429,0.0005799808,0.001982863,0.0007257863,0.004386383,0.00140873,0.002094618,0.09802881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001804528,"about_ca_system_score_gemma":0.00169363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02553485,"about_ca_topic_score_gemma":0.03363893,"domain_scores_codex":[0.9986137,0.0002092574,0.00006490979,0.0005113489,0.0005294755,0.00007121899],"domain_scores_gemma":[0.9940891,0.00171431,0.0001768799,0.0006881359,0.002592398,0.0007390729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001340362,0.00007097675,0.0005324708,0.0001531552,0.00002475007,0.0001174335,0.0001453243,0.0009728907,0.001574399,0.006407863,0.7551475,0.2347193],"study_design_scores_gemma":[0.00004886476,0.00004312436,0.001041254,0.0001429821,0.00002100415,0.0003658115,0.0001873442,0.003564097,0.002498813,0.007702731,0.9843187,0.00006515467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01027372,0.07030024,0.3471734,0.2131176,0.04184728,0.0003523533,0.008742271,0.05495089,0.2532423],"genre_scores_gemma":[0.04606671,0.02864257,0.1328819,0.01487456,0.008160577,0.0001422524,0.00531955,0.009137987,0.754774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1884732,"threshold_uncertainty_score":0.6305056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02663999740802519,"score_gpt":0.2178629194396835,"score_spread":0.1912229220316583,"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."}}