{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000422627,0.0001700703,0.0001464083,0.00009895006,0.0001354063,0.000009752446,0.0001223077,0.0001324652,0.00007449633],"category_scores_gemma":[0.00007643154,0.000173611,0.00006165729,0.0002659576,0.00004241021,0.0001174351,0.00001431047,0.0002160057,0.0002091139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007218141,"about_ca_system_score_gemma":0.00002377984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008430537,"about_ca_topic_score_gemma":0.000001180572,"domain_scores_codex":[0.9991961,0.000004896202,0.0001594793,0.0001513936,0.0001753833,0.0003127696],"domain_scores_gemma":[0.999515,0.0000599116,0.00001122705,0.00021575,0.00003614089,0.000161967],"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":[0.00002253627,0.0002949201,0.01016213,0.003133797,0.0004514233,0.0003869058,0.01766634,0.2457713,0.01225195,0.00009770985,0.5328259,0.1769351],"study_design_scores_gemma":[0.003875695,0.0003434792,0.1287997,0.001450909,0.0002232096,0.002254945,0.0005019303,0.1014774,0.08094566,0.001043446,0.6719572,0.007126399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6261956,0.001125464,0.3633479,0.00008404667,0.004582833,0.0001176023,0.0000170129,0.004307032,0.0002224835],"genre_scores_gemma":[0.9684696,0.0001415914,0.03017582,0.000104127,0.0006565679,0.00001633794,0.00002806417,0.00007665667,0.0003311854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.342274,"threshold_uncertainty_score":0.707965,"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."}}