{"id":"W7007828574","doi":"","title":"Analysing Popularity of Software Testing Careers in Canada","year":2018,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Popularity; Software testing; Software peer review; System integration testing; Quality (philosophy); Software; Economic shortage; Software walkthrough; Software Engineering Process Group","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004040744,0.0001975951,0.0002808051,0.0004325864,0.0001162888,0.0001194186,0.001399871,0.00009256801,0.000003899649],"category_scores_gemma":[0.0003175642,0.0002355786,0.00005459943,0.00148533,0.00005317707,0.001753718,0.0005146112,0.0003858796,0.000004423168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005555415,"about_ca_system_score_gemma":0.0006033427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08188002,"about_ca_topic_score_gemma":0.7658315,"domain_scores_codex":[0.9983964,0.0001500868,0.0002613271,0.0004389002,0.000374319,0.0003789576],"domain_scores_gemma":[0.998443,0.0002932053,0.0002199547,0.0006630942,0.0002401746,0.0001405844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007877725,0.00001478439,0.9966115,0.00002780349,0.00001752576,0.0001735595,0.0001324193,0.0001367476,0.0001251579,0.00007107573,4.667193e-7,0.002681022],"study_design_scores_gemma":[0.0002377437,0.00008089061,0.9958442,0.0001764303,0.00002196323,0.00002323394,0.00006161624,0.00005268866,0.002625809,0.0001339287,0.0004465316,0.0002949353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8838611,0.00003759062,0.1154903,0.00005693892,0.0001941137,0.0000910669,0.000006219611,0.0002027709,0.00005988658],"genre_scores_gemma":[0.9810143,0.000004151274,0.01875927,0.00009008769,0.00003338999,3.654443e-7,0.000002641794,0.00001453781,0.00008133356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6839515,"threshold_uncertainty_score":0.9606617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09619386439908238,"score_gpt":0.302021783227412,"score_spread":0.2058279188283296,"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."}}