{"id":"W4313023730","doi":"10.1609/icwsm.v7i1.14406","title":"Enhancing Technical Q&amp;A Forums with CiteHistory","year":2021,"lang":"en","type":"article","venue":"Proceedings of the International AAAI Conference on Web and Social Media","topic":"Expert finding and Q&A systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"World Wide Web; Plug-in; Inclusion (mineral); Software deployment; Computer science; Software; Process (computing); Web browser; Ask price; The Internet; Psychology; Software engineering; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01993673,0.001075031,0.000873188,0.007882551,0.002115453,0.005577241,0.002051176,0.00164433,0.01724296],"category_scores_gemma":[0.09900493,0.001090651,0.0007211558,0.004325922,0.00119569,0.01405141,0.00725315,0.001785573,0.006815832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009923847,"about_ca_system_score_gemma":0.002644929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001032608,"about_ca_topic_score_gemma":0.002992516,"domain_scores_codex":[0.9924849,0.003144547,0.000818321,0.0009931782,0.002105014,0.0004539878],"domain_scores_gemma":[0.8054968,0.1143328,0.01141459,0.04335726,0.01247297,0.01292567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00153665,0.0046226,0.05760504,0.00253553,0.000135137,0.001363354,0.03147152,0.001031569,0.03289881,0.009486492,0.08915798,0.7681554],"study_design_scores_gemma":[0.00149868,0.005376303,0.1415424,0.001451533,0.0004140517,0.002325098,0.009014279,0.02852689,0.0428414,0.02140306,0.744691,0.0009152842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4769118,0.001254671,0.1872274,0.005467314,0.001353156,0.004694188,0.006912236,0.2618516,0.05432765],"genre_scores_gemma":[0.6034458,0.0008628822,0.3299766,0.001533009,0.001665556,0.002885076,0.009891744,0.01220694,0.03753242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01993673,"threshold_uncertainty_score":0.1054367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03084570744635869,"score_gpt":0.24900123295079,"score_spread":0.2181555255044313,"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."}}