{"id":"W2043042437","doi":"10.1109/issre.2013.6698880","title":"Feedback-directed exploration of web applications to derive test models","year":2013,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Test (biology); Geology","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":[0.001532728,0.001082167,0.0006073646,0.001933438,0.000371597,0.0007532756,0.0009730727,0.000876684,0.001572805],"category_scores_gemma":[0.01658186,0.0005691132,0.001149724,0.000731608,0.0006106639,0.001385703,0.001426877,0.0007992138,0.0003061251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007430299,"about_ca_system_score_gemma":0.001312568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003137134,"about_ca_topic_score_gemma":0.006560948,"domain_scores_codex":[0.9983814,0.0006340359,0.00009975502,0.000181281,0.0005847701,0.0001188023],"domain_scores_gemma":[0.9867845,0.01066147,0.0005146688,0.0008809291,0.001031494,0.0001268509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002098487,0.000372347,0.01074188,0.0004227175,0.0001067307,0.0005093738,0.0007061991,0.7556896,0.02365728,0.009640054,0.001599245,0.1963447],"study_design_scores_gemma":[0.00001119286,0.00006340326,0.0004320013,0.00002011738,0.0000108747,0.0000722902,0.00003789573,0.987927,0.006410234,0.004420834,0.0005866364,0.000007400024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1083935,0.0001583162,0.8838425,0.0001265835,0.000008433397,0.0003061712,0.0002779403,0.004778282,0.002108282],"genre_scores_gemma":[0.5895352,0.0001209421,0.4075953,0.00008745355,0.000008337983,0.0005027795,0.0009362858,0.0004028301,0.0008108988],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003137134,"threshold_uncertainty_score":0.008105993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04747123082249917,"score_gpt":0.2710008017299474,"score_spread":0.2235295709074482,"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."}}