{"id":"W4254148680","doi":"10.1109/msr.2015.28","title":"Recommending Posts concerning API Issues in Developer Q&amp;amp;amp;A Sites","year":2015,"lang":"en","type":"article","venue":"","topic":"Expert finding and Q&A systems","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Popularity; Usability; Reputation; World Wide Web; Baseline (sea); Android (operating system); Recommender system; Social media; Data science; Software engineering; Human–computer interaction","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001252743,0.0002559298,0.0003568018,0.0002658312,0.0001442794,0.0004263581,0.0009492098,0.0001315069,0.0001130471],"category_scores_gemma":[0.0003377627,0.0002175515,0.00005687685,0.0006326867,0.00003803392,0.0007626232,0.0004279288,0.000230247,0.00276863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002134993,"about_ca_system_score_gemma":0.000122471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001332562,"about_ca_topic_score_gemma":0.001430439,"domain_scores_codex":[0.9977975,0.0001845921,0.0004781063,0.0005682138,0.0004044409,0.0005671588],"domain_scores_gemma":[0.9986506,0.0002079487,0.0001216583,0.0006400219,0.0001443607,0.0002354076],"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":[0.00003072079,0.0002058242,0.2363032,0.00007013692,0.00008116334,0.00005453051,0.08787695,0.0002570572,0.01661363,0.02689233,0.6011283,0.03048611],"study_design_scores_gemma":[0.0007411875,0.00003178852,0.001283482,0.0001977075,0.000002680528,0.000090471,0.0007479979,0.001796318,0.001980972,0.0007279323,0.9917114,0.0006880111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7028943,0.00291078,0.1978204,0.01276689,0.003222265,0.0005268606,0.000004068291,0.001331739,0.07852278],"genre_scores_gemma":[0.7874537,0.00003897377,0.1843096,0.001154388,0.0003116415,0.00003127315,0.00001889689,0.00003264783,0.02664885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3905831,"threshold_uncertainty_score":0.9980078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.157953277824325,"score_gpt":0.3502301722673784,"score_spread":0.1922768944430534,"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."}}