{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009775678,0.00003440307,0.00003166172,0.00003119375,0.00005285839,0.00005455119,0.0003736765,0.000015296,0.00002927506],"category_scores_gemma":[0.00007336081,0.00002720317,0.00001233361,0.0001481361,0.00002773078,0.0001059855,0.0001102364,0.00002195094,0.0003116393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005084141,"about_ca_system_score_gemma":0.00001175881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002186718,"about_ca_topic_score_gemma":0.000001197982,"domain_scores_codex":[0.9996619,0.000007641972,0.00004476189,0.0001217469,0.00006839737,0.00009561003],"domain_scores_gemma":[0.9995561,0.00004534443,0.00001012995,0.0003134911,0.00004659089,0.0000283237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[7.328036e-7,0.00002723673,0.003892149,0.000001840738,0.000003026429,0.00000584421,0.0002428401,1.216502e-7,0.0002200332,0.1314748,0.5583169,0.3058144],"study_design_scores_gemma":[0.0001614715,0.0004581251,0.006979388,0.00002676729,0.000001847448,0.00007478505,0.000001396193,0.1349759,0.03396175,0.7582197,0.06476,0.0003789358],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001279103,0.000005186645,0.9374169,0.000372187,0.0001286843,0.0000174353,2.897926e-8,0.01982331,0.04095714],"genre_scores_gemma":[0.4691618,1.923572e-7,0.5296519,0.000694536,0.00005856092,0.000001506682,4.341905e-8,0.000001561864,0.0004298883],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6267448,"threshold_uncertainty_score":0.4005597,"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."}}