{"id":"W2078732285","doi":"10.1145/584731.584735","title":"Commentary on","year":2002,"lang":"en","type":"article","venue":"ACM Journal of Computer Documentation","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hewlett-Packard (Canada)","funders":"","keywords":"Business","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":[0.0002321423,0.00007424827,0.0000946478,0.0001332188,0.00004036899,0.0001670019,0.0007435121,0.00002121308,0.0000539274],"category_scores_gemma":[0.00002430648,0.0000642897,0.00005393122,0.0001319446,0.000007194312,0.001316246,0.0000993887,0.0001389329,0.00002463449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003974017,"about_ca_system_score_gemma":0.000003259678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002810875,"about_ca_topic_score_gemma":7.572772e-8,"domain_scores_codex":[0.9992857,0.0000544445,0.0002393637,0.00008171119,0.000247611,0.00009119178],"domain_scores_gemma":[0.9991037,0.0002799787,0.0002266158,0.0002800737,0.00005998775,0.00004963521],"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":[0.00001145579,0.0001480254,0.000535186,0.000009287437,0.00006030779,0.00007587944,0.0009382161,0.002363415,0.00009985226,0.004655554,0.5199804,0.4711225],"study_design_scores_gemma":[0.004239945,0.007482838,0.008919531,0.000473052,0.0000862273,0.001516454,0.00003960836,0.2367674,0.01597857,0.04958554,0.6738567,0.001054156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009109653,0.0001253924,0.9742557,0.01539941,0.0008649156,0.00004551943,1.796001e-7,0.00007561891,0.0001236058],"genre_scores_gemma":[0.3046547,0.0001609178,0.6876401,0.007075693,0.0004382505,0.000001324149,5.948164e-7,0.000006486994,0.0000218254],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4700683,"threshold_uncertainty_score":0.2621658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181887244898948,"score_gpt":0.2840700032081399,"score_spread":0.2622511307591504,"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."}}