{"id":"W3114226250","doi":"10.11575/prism/38488","title":"Question-And-Answer Community Mining in Software Project Management – A Deep Learning Approach","year":2020,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Expert finding and Q&A systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data science; Computer science; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000970713,0.0002606931,0.0003974329,0.0002307128,0.0003529518,0.000797864,0.001576986,0.0001869005,0.00001168463],"category_scores_gemma":[0.00008865068,0.0002601574,0.00004837813,0.0004542485,0.00001584262,0.0003437063,0.000555764,0.0007665017,0.00003977129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007258138,"about_ca_system_score_gemma":0.00007925107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007712229,"about_ca_topic_score_gemma":0.0006112877,"domain_scores_codex":[0.9979357,0.0006144982,0.0003632294,0.0005644302,0.0002679504,0.0002542136],"domain_scores_gemma":[0.999121,0.0001024518,0.0002285886,0.0004420461,0.00004145502,0.00006443829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000644079,0.0002493859,0.003885486,0.0007397435,0.0001462876,0.0001093038,0.2816449,0.0002619715,0.00003436582,0.0007682659,0.0005025399,0.7115934],"study_design_scores_gemma":[0.007011573,0.001602389,0.02984244,0.01328873,0.0003377689,0.0002109278,0.3695172,0.2484863,0.0009748032,0.0004969748,0.321308,0.006922876],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.4193116,0.002610002,0.0987881,0.0002410093,0.002251582,0.006654799,0.00001074733,0.0001497609,0.4699824],"genre_scores_gemma":[0.3861742,0.00007851532,0.5786172,0.00006514658,0.0001087847,0.0005554002,0.001089514,0.00007384426,0.03323742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7046705,"threshold_uncertainty_score":0.999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05346370189218724,"score_gpt":0.3301191005841638,"score_spread":0.2766553986919765,"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."}}