{"id":"W1484738640","doi":"10.1023/a:1013112826330","title":"ASSISTing Management Decisions in the Software Inspection Process","year":2002,"lang":"en","type":"article","venue":"Information Technology and Management","topic":"Census and Population Estimation","field":"Mathematics","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Software inspection; Computer science; Process (computing); Software; Component (thermodynamics); Systems engineering; Software development; Software engineering; Engineering; Software quality","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":[0.0002803123,0.00008379952,0.00007641358,0.0006367245,0.0002271114,0.00004305078,0.0001327786,0.00007100399,0.0000208581],"category_scores_gemma":[0.0001052107,0.00006488959,0.0000151664,0.0006751443,0.00003542077,0.0004138406,0.00005597312,0.0001061281,0.00003733313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003220108,"about_ca_system_score_gemma":8.461986e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001542447,"about_ca_topic_score_gemma":0.000009943334,"domain_scores_codex":[0.999288,0.00001458204,0.0003185612,0.00008576584,0.0001687103,0.0001244258],"domain_scores_gemma":[0.9995798,0.00005252839,0.0001279566,0.0001941052,0.00003442384,0.00001122249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003292706,0.00004916387,0.003062185,0.0001378559,0.00001505687,0.000003514731,0.001139283,0.00009782906,7.707642e-8,0.6264772,0.002196444,0.3668181],"study_design_scores_gemma":[0.00167284,0.00007204711,0.07846098,0.000319404,0.00009982388,0.00006302026,0.01018322,0.0260378,0.00001795674,0.8286591,0.05403251,0.0003813426],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3037091,0.000179674,0.5184553,0.01020572,0.0003977001,0.003359783,0.00000896558,0.001764527,0.1619193],"genre_scores_gemma":[0.9788704,0.000218554,0.02033866,0.0002677326,0.000007664624,0.000167102,0.00001096952,0.000003936676,0.0001149662],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6751614,"threshold_uncertainty_score":0.2646121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03611539380293943,"score_gpt":0.2984110515549702,"score_spread":0.2622956577520307,"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."}}