{"id":"W4243225916","doi":"10.1007/978-1-4614-4325-4_6","title":"Applications","year":2012,"lang":"en","type":"book-chapter","venue":"CMS books in mathematics","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000591376,0.001249189,0.0005841915,0.001713158,0.001144188,0.003662619,0.001766176,0.001264697,0.5295854],"category_scores_gemma":[0.002480643,0.0003863139,0.000647467,0.001736792,0.0003544975,0.002772099,0.002860249,0.001253666,0.467425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000567108,"about_ca_system_score_gemma":0.0009171836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001182721,"about_ca_topic_score_gemma":0.001779914,"domain_scores_codex":[0.9992515,0.00007831524,0.00002925361,0.0001520145,0.0004118221,0.00007697368],"domain_scores_gemma":[0.9991465,0.0001141263,0.00002843659,0.0002316322,0.0003384658,0.0001408181],"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":[0.00006433233,0.00006043394,0.0001922701,0.0002402004,0.000008746872,0.00008081118,0.00008400358,0.0003248505,0.002014542,0.02287053,0.6763184,0.2977409],"study_design_scores_gemma":[0.000007709372,0.00001194627,0.000126857,0.00005077696,0.000004675774,0.00007251314,0.00002959992,0.0003886377,0.000721628,0.006121352,0.9924577,0.000006668457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.00117599,0.001442033,0.0303702,0.001595657,0.002088773,0.0002168391,0.004285023,0.010994,0.9478315],"genre_scores_gemma":[0.007152861,0.001249095,0.01204391,0.001121552,0.000468689,0.0001697705,0.006496703,0.00216471,0.9691325],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5295854,"threshold_uncertainty_score":0.6709893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04060258556210177,"score_gpt":0.2720006747207184,"score_spread":0.2313980891586166,"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."}}