{"id":"W4230535286","doi":"10.1109/icse.1996.493417","title":"System acquisition based on software product assessment","year":2002,"lang":"en","type":"article","venue":"","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Computer science; Software engineering; Product (mathematics); Process (computing); Software; Systems engineering; Verification and validation; Static program analysis; Software development; Engineering; Operations management; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001565767,0.00008194572,0.0000710067,0.00009529427,0.0001230196,0.00005336957,0.0003902428,0.0000363283,0.0001608615],"category_scores_gemma":[0.000008744637,0.00006785552,0.00002867272,0.0002262317,0.0000166291,0.0001608553,0.0000439563,0.00009491511,0.0002184154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345968,"about_ca_system_score_gemma":0.00004085316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001914065,"about_ca_topic_score_gemma":2.652828e-7,"domain_scores_codex":[0.999176,0.00003813866,0.0001128648,0.0003024483,0.0002310784,0.0001394698],"domain_scores_gemma":[0.999299,0.00004846373,0.00004273778,0.0005196292,0.00005484121,0.00003532269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[7.952435e-7,0.0004447838,0.004113923,0.00003270984,0.000009711905,0.000009384642,0.00002835168,0.000524768,0.00008724292,0.956311,0.01660736,0.02182993],"study_design_scores_gemma":[0.0006716058,0.000458796,0.06710031,0.0001727722,0.00001174202,0.00003591208,0.0001309403,0.9124414,0.007155058,0.003151406,0.008127715,0.000542315],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002887595,0.00002701061,0.9524282,0.01402721,0.0005304799,0.0001954743,0.000001121275,0.0009549857,0.0289479],"genre_scores_gemma":[0.7886019,7.154534e-7,0.2098804,0.0006637722,0.00004320773,0.00004858066,0.00000250701,0.000002989504,0.0007558741],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9531596,"threshold_uncertainty_score":0.2807361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01831362892113988,"score_gpt":0.2724230714978453,"score_spread":0.2541094425767055,"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."}}