{"id":"W2152665443","doi":"10.1109/icsm.1990.131335","title":"Non-intrusive tool for software testing and debugging: an actual industrial application example","year":2002,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Debugging; Computer science; Software engineering; Software; Programming language; Embedded system","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":[0.001349075,0.0005847578,0.0004072457,0.0009652738,0.0006420155,0.0009508459,0.001392577,0.001165704,0.005191909],"category_scores_gemma":[0.004994871,0.0003380237,0.0002906786,0.001208331,0.0005728334,0.001170499,0.0007648602,0.001020045,0.001280917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003608722,"about_ca_system_score_gemma":0.0005010209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145907,"about_ca_topic_score_gemma":0.001965691,"domain_scores_codex":[0.9983233,0.0004992803,0.00008199774,0.0001317894,0.0008354824,0.000128154],"domain_scores_gemma":[0.9959049,0.002105146,0.0001337554,0.0008920989,0.000777432,0.0001866816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007593293,0.001335735,0.007597889,0.0005481364,0.00005445088,0.005541068,0.002858282,0.02134961,0.08516462,0.03594759,0.01985081,0.8189926],"study_design_scores_gemma":[0.0006486402,0.003948499,0.01054682,0.0002436445,0.0001825986,0.01352052,0.001487676,0.4021583,0.2612342,0.02307941,0.2827165,0.0002331564],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1544844,0.000602674,0.8027062,0.0007890175,0.0001285299,0.0004465766,0.0001798483,0.01899105,0.02167171],"genre_scores_gemma":[0.48538,0.000315861,0.5004901,0.0002331063,0.00004091032,0.000170844,0.0002876177,0.001020243,0.01206137],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005191909,"threshold_uncertainty_score":0.01736873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09142306802878755,"score_gpt":0.2741139128491273,"score_spread":0.1826908448203397,"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."}}