{"id":"W2803276064","doi":"10.1145/3183440.3183470","title":"VISUFLOW","year":2018,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00122247,0.001524798,0.0005827037,0.002294894,0.0007925765,0.001891962,0.00223733,0.001130055,0.06407015],"category_scores_gemma":[0.007177833,0.0008626896,0.000852096,0.001104009,0.0004606177,0.003780782,0.002446413,0.001512346,0.02689062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00101522,"about_ca_system_score_gemma":0.001460387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005118093,"about_ca_topic_score_gemma":0.006661111,"domain_scores_codex":[0.9990231,0.000134082,0.00006183943,0.0002246871,0.0004043532,0.0001520335],"domain_scores_gemma":[0.997831,0.0008265688,0.0001423779,0.0004282269,0.0006183003,0.0001534522],"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":[0.000922056,0.0001469351,0.003628555,0.001049092,0.00005268945,0.0004150853,0.0008714284,0.002526805,0.01197718,0.01948933,0.5876611,0.3712597],"study_design_scores_gemma":[0.0001751083,0.0001673215,0.004330575,0.0004229498,0.0000435887,0.0007543356,0.000302614,0.0213251,0.02262891,0.0184033,0.9313044,0.0001417799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.01619,0.001671141,0.2267158,0.001059308,0.0005053877,0.0004930302,0.03672232,0.6301525,0.08649042],"genre_scores_gemma":[0.1878904,0.002383178,0.2971425,0.002227813,0.0002392324,0.001662665,0.1636161,0.1971948,0.1476433],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.06407015,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01493448895738422,"score_gpt":0.2681371781042,"score_spread":0.2532026891468158,"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."}}