{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01175518,0.001273159,0.001727833,0.001996906,0.009282675,0.007455042,0.006636497,0.07177933,0.01946885],"category_scores_gemma":[0.08514847,0.001083074,0.002001078,0.002214963,0.008929642,0.009462614,0.003839408,0.07451233,0.01159614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009988477,"about_ca_system_score_gemma":0.01385402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03157472,"about_ca_topic_score_gemma":0.04616635,"domain_scores_codex":[0.9889881,0.002549464,0.0008816855,0.00197271,0.004197504,0.001410666],"domain_scores_gemma":[0.9406573,0.03637913,0.001680582,0.001632139,0.01530462,0.00434619],"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":[0.00001406503,0.000003068751,0.00002475921,0.00003773766,0.000003883029,0.00007401341,0.0001003129,0.00001037469,0.00001812037,0.002361205,0.9963235,0.001028954],"study_design_scores_gemma":[0.00003357862,0.0000101006,0.0003359103,0.000461736,0.00001608352,0.0001698074,0.0004420442,0.00003536446,0.0001104213,0.004317219,0.9940407,0.00002700015],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007722379,0.001731364,0.00005426806,0.9310644,0.06371849,0.000007916347,0.0000644826,0.00001603786,0.003265892],"genre_scores_gemma":[0.0009810695,0.0007684422,0.0000659725,0.967067,0.02604688,0.0000216758,0.00002007678,0.00002819321,0.005000618],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9805312,"threshold_uncertainty_score":0.0724718,"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."}}