{"id":"W2168189845","doi":"10.1145/2556288.2557118","title":"TaggedComments","year":2014,"lang":"en","type":"article","venue":"","topic":"Expert finding and Q&A systems","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Manitoba","funders":"","keywords":"Computer science; Visibility; World Wide Web; Screen reader; Multimedia; Information retrieval; Web page; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001795425,0.00004077128,0.00005226465,0.00002629177,0.00005237479,0.00006945602,0.0004021314,0.00001835917,0.00001368795],"category_scores_gemma":[0.00001322486,0.00003059951,0.00001939565,0.00007663403,0.000005139326,0.0001110106,0.0000808468,0.00002735427,0.0004720612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007405324,"about_ca_system_score_gemma":0.000003921356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003626426,"about_ca_topic_score_gemma":0.000001946111,"domain_scores_codex":[0.9995569,0.00003130329,0.00007029737,0.0001275232,0.0001008462,0.0001131403],"domain_scores_gemma":[0.9995873,0.00003008482,0.0000169033,0.000311015,0.00001113889,0.00004358231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[3.089469e-7,0.00002971756,0.002461173,0.000003866227,0.000005374595,0.000001076376,0.0004984401,0.000004660373,0.0009147829,0.8801734,0.0695269,0.0463803],"study_design_scores_gemma":[0.0003397385,0.00008016668,0.00176587,0.0000166215,7.546547e-7,0.00001406271,0.00002031703,0.1059372,0.005703837,0.003963294,0.8819454,0.0002127412],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002797979,0.00001069686,0.784035,0.001631612,0.0004946257,0.00002503868,4.132081e-8,0.0002018007,0.2108032],"genre_scores_gemma":[0.9739964,5.564015e-7,0.01893344,0.001432156,0.0000754507,0.000003500247,2.030213e-7,0.000002336143,0.005555962],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9711984,"threshold_uncertainty_score":0.606755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008178714451023479,"score_gpt":0.2159156634424189,"score_spread":0.2077369489913954,"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."}}