{"id":"W2151472382","doi":"10.1145/2020976.2020977","title":"Workshop report from Web2SE 2011","year":2011,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Work (physics); Software engineering; World Wide Web; Computer science; Software; Software peer review; Data science; Engineering; Software development; Software construction","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003437313,0.0001421708,0.0001404583,0.00008655844,0.0002155331,0.00007018109,0.0004404093,0.0001576778,0.002184279],"category_scores_gemma":[0.1195469,0.0001575758,0.00005521049,0.0003100134,0.00006190866,0.0003282928,0.0000652927,0.0001553319,0.0003086004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008692547,"about_ca_system_score_gemma":0.0002179033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001728203,"about_ca_topic_score_gemma":0.0003936362,"domain_scores_codex":[0.9988535,0.00003777226,0.0002454902,0.0002794075,0.0002949046,0.0002889122],"domain_scores_gemma":[0.9897147,0.009223143,0.0001013138,0.0005992095,0.0001918115,0.0001698123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002014702,0.0001855498,0.9041634,0.00001678493,0.00006917534,0.00008263817,0.05233696,0.00006920555,0.0003901719,0.00401417,0.02325901,0.01539282],"study_design_scores_gemma":[0.0003365616,0.00003043559,0.6754732,0.0001091363,0.00006959679,0.000007907906,0.00353862,0.000015435,0.003750497,0.001415895,0.3142791,0.000973673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745374,0.001014962,0.01229806,0.001942523,0.006318768,0.0004359095,0.00002838566,0.002136432,0.001287542],"genre_scores_gemma":[0.9527513,0.00003753853,0.04510668,0.0001280876,0.000709492,0.00004313531,0.00004127309,0.00002850547,0.001154042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2910201,"threshold_uncertainty_score":0.9987279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04870665011746801,"score_gpt":0.294787695731335,"score_spread":0.246081045613867,"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."}}