{"id":"W2956152746","doi":"10.1109/icse-companion.2019.00103","title":"Comparing the Popularity of Testing Careers Among Canadian, Chinese, and Indian Students","year":2019,"lang":"en","type":"article","venue":"","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Popularity; Dimension (graph theory); Relevance (law); Vitality; Human Dimension; Software; Process (computing); Focus (optics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001869249,0.0002548117,0.0002983288,0.004881867,0.003701011,0.002607154,0.001353713,0.0007687112,0.005784597],"category_scores_gemma":[0.01028125,0.000198086,0.0004247162,0.004770384,0.001691189,0.0009580275,0.001286144,0.001337867,0.0007321837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007506218,"about_ca_system_score_gemma":0.01254426,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7118585,"about_ca_topic_score_gemma":0.8063493,"domain_scores_codex":[0.9978006,0.0001945206,0.00009652751,0.0001730614,0.0008259153,0.0009092414],"domain_scores_gemma":[0.9835461,0.00183134,0.002800778,0.000309329,0.004642536,0.006869873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001042689,0.0001069458,0.947617,0.0000540503,0.00001618359,0.000192616,0.02230384,0.00004803983,0.0002785777,0.0007033372,0.002964346,0.02561085],"study_design_scores_gemma":[0.000003483977,0.00006137744,0.9582933,0.0000553149,0.000009974945,0.0001181968,0.03740884,0.0001928054,0.0000912246,0.00006620232,0.003668298,0.00003103234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914634,0.0004018399,0.00005751176,0.001119273,0.0000443009,0.00001789806,0.0004189246,0.00001777284,0.006459001],"genre_scores_gemma":[0.9965546,0.0003119121,0.00006031958,0.0001485855,0.00001693177,0.000008430457,0.0001960111,0.00001039671,0.002692688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7118585,"threshold_uncertainty_score":0.5796769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03566238364825517,"score_gpt":0.3338372350683909,"score_spread":0.2981748514201357,"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."}}