{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001210268,0.0002514122,0.0005376432,0.005883938,0.005683018,0.002908056,0.002702745,0.0008438222,0.007653312],"category_scores_gemma":[0.01128887,0.0004691406,0.000455756,0.01220774,0.001548684,0.0008561759,0.002005865,0.001521953,0.001095537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03735347,"about_ca_system_score_gemma":0.05546997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9894119,"about_ca_topic_score_gemma":0.9931419,"domain_scores_codex":[0.9963136,0.0002486527,0.0001992732,0.0004067572,0.001463533,0.001368167],"domain_scores_gemma":[0.971924,0.003177831,0.004712088,0.0005218614,0.01098203,0.008682211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002004379,0.0001142703,0.9333575,0.0001931349,0.00002910332,0.0005362819,0.01342575,0.0002308707,0.0003712598,0.001623349,0.00958797,0.04033014],"study_design_scores_gemma":[0.000006650846,0.00003457956,0.9745344,0.0001078201,0.000009024764,0.0001375305,0.01669737,0.00047504,0.0001422194,0.00004852663,0.00777509,0.00003165793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764794,0.001255935,0.0001805458,0.002836653,0.0000444324,0.00006643234,0.006865064,0.00006727128,0.01220434],"genre_scores_gemma":[0.9902601,0.001192756,0.0002066143,0.0003608948,0.00001537493,0.00002903877,0.001871924,0.0000421752,0.006021176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03735347,"threshold_uncertainty_score":0.2710197,"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."}}