{"id":"W4315606540","doi":"10.1109/access.2023.3235953","title":"Learning Software Project Management From Analyzing Q&amp;A’s in the Stack Exchange","year":2023,"lang":"en","type":"article","venue":"IEEE Access","topic":"Expert finding and Q&A systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Project management; Knowledge management; Software project management; Software; Project planning; Engineering management; Software development; Engineering; Systems engineering; Software construction","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007303953,0.0001290093,0.0001503011,0.0003146563,0.0001948142,0.0006828536,0.001936929,0.00004653506,0.000008562417],"category_scores_gemma":[0.00003296335,0.00009415035,0.00005213178,0.001608492,0.00001431104,0.000489713,0.00036302,0.0002010159,0.0002365078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004478297,"about_ca_system_score_gemma":0.00001865088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001275467,"about_ca_topic_score_gemma":0.00032727,"domain_scores_codex":[0.9984428,0.0002276792,0.0002080189,0.0004112613,0.0003602207,0.0003499692],"domain_scores_gemma":[0.9990981,0.0002030887,0.00008642455,0.0005636842,0.00002211458,0.00002663194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002863567,0.0002351278,0.2698267,0.0005793794,0.0002782399,0.001162642,0.160218,0.01009502,0.0004440881,0.001962059,0.2510524,0.3041177],"study_design_scores_gemma":[0.003320227,0.0002640484,0.1896533,0.001763634,0.00007072276,0.00003310031,0.009588282,0.08582795,0.001238215,0.007538507,0.6980009,0.002701075],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.751278,0.0006161091,0.2371179,0.001206788,0.0023641,0.0009666731,0.000009140642,0.001367391,0.005073906],"genre_scores_gemma":[0.9922064,0.0001455185,0.002661241,0.0003011942,0.0003217894,0.0001932677,0.00002259285,0.00002107589,0.004126922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4469485,"threshold_uncertainty_score":0.6584774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1063224069070915,"score_gpt":0.3588137462852385,"score_spread":0.2524913393781469,"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."}}