{"id":"W2167247076","doi":"10.1109/ms.2008.149","title":"Licensing Software Engineers?","year":2008,"lang":"en","type":"article","venue":"IEEE Software","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Software engineering; Personal software process; Software development; Software peer review; Social software engineering; Engineering management; Software technical review; Software; Computer science; Software construction; Engineering; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.007675504,0.0002698162,0.0004858363,0.0009581795,0.003421935,0.008580863,0.0008313864,0.009304737,0.05316839],"category_scores_gemma":[0.06925467,0.0002297545,0.0003932007,0.0009459979,0.003569535,0.01679002,0.003661594,0.005610553,0.02723884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001630713,"about_ca_system_score_gemma":0.00493705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00251305,"about_ca_topic_score_gemma":0.006198756,"domain_scores_codex":[0.9920324,0.001725448,0.0004294779,0.0006333865,0.003745189,0.001434106],"domain_scores_gemma":[0.967613,0.01118097,0.002193331,0.001693636,0.01087747,0.006441485],"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":[0.0000138488,0.00006426036,0.001759482,0.00007690819,0.000003963788,0.0002429943,0.001963217,0.00003199263,0.0002404164,0.1175025,0.7985992,0.07950126],"study_design_scores_gemma":[0.000006387161,0.00002184616,0.001255729,0.0002311365,0.000004302761,0.0004119278,0.002884224,0.00007610689,0.00025255,0.02845461,0.9663804,0.00002089282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004616259,0.006147967,0.003661238,0.5554369,0.0124589,0.00002362018,0.00009096206,0.0003619147,0.4172022],"genre_scores_gemma":[0.140476,0.009609658,0.00273713,0.3329413,0.009042622,0.00006561691,0.0001985621,0.0005748754,0.5043543],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05316839,"threshold_uncertainty_score":0.177866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01299930516793747,"score_gpt":0.1948965454601618,"score_spread":0.1818972402922244,"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."}}