{"id":"W7097885360","doi":"","title":"A SOFTWARE QUALITY WORKBENCH FOR TESTABLE REQUIREMENTS AND SPECIFICATIONS","year":2007,"lang":"en","type":"article","venue":"","topic":"Material Selection and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microform; Permission; Software; Quality (philosophy); Workbench; The Internet; Documentation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007634555,0.0000526636,0.00007222021,0.00002298301,0.0001772993,0.00008834116,0.0000582748,0.0000281312,0.002023738],"category_scores_gemma":[0.0001325483,0.00004085301,0.00001179001,0.00006195723,0.00003704167,0.0001220483,0.00002047656,0.00001445436,0.00005409895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001813541,"about_ca_system_score_gemma":0.00001332698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001758435,"about_ca_topic_score_gemma":0.0001367349,"domain_scores_codex":[0.9993984,0.00001746922,0.0001840733,0.0001508277,0.00008121853,0.0001679873],"domain_scores_gemma":[0.9996574,0.00007148201,0.00004008189,0.0001086086,0.00007069024,0.0000517167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008876641,0.00003834883,0.001799083,0.00003898499,0.000002165789,1.09448e-7,0.0001889824,6.256009e-7,0.980248,0.009224904,0.004360964,0.004009039],"study_design_scores_gemma":[0.0003454047,0.00008071907,0.01479091,0.00001139065,0.000005338601,0.000002253538,0.0002451079,0.000007774975,0.8124659,0.003410593,0.1684631,0.000171463],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8257065,0.0001217841,0.1535166,0.0005303415,0.0006754117,0.0005215427,0.00002450651,0.0002729293,0.01863045],"genre_scores_gemma":[0.9465169,0.00001058534,0.04127615,0.0002675643,0.0001289097,0.00002809615,0.000006518156,0.000007754841,0.01175757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1677821,"threshold_uncertainty_score":0.9988886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.185543052083528,"score_gpt":0.3516203045354671,"score_spread":0.1660772524519391,"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."}}