{"id":"W2061967559","doi":"10.1145/1723028.1723049","title":"WikiDev 2.0","year":2009,"lang":"en","type":"article","venue":"","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Instituto Tecnológico y de Estudios Superiores de Monterrey","keywords":"Computer science; Workflow; Asynchronous communication; Traceability; Variety (cybernetics); Interoperability; Collaborative software; Cluster analysis; Software engineering; Data science; Interdependence; World Wide Web; Database; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001253732,0.00001276197,0.00001497085,0.00001297523,0.000141628,0.00003556586,0.00004283756,0.00001594845,0.00120743],"category_scores_gemma":[0.00006635995,0.00001191873,0.000006127728,0.0001659682,0.00001725149,0.00009433356,7.691341e-7,0.00001264576,0.0001673809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002075708,"about_ca_system_score_gemma":0.0001046492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009902545,"about_ca_topic_score_gemma":0.0003380699,"domain_scores_codex":[0.9997704,0.00002197351,0.00003164739,0.00003534992,0.00008606452,0.00005457468],"domain_scores_gemma":[0.9998705,0.000008158908,0.000007953616,0.00003713736,0.00004574224,0.00003046367],"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":[4.255419e-7,0.00001448105,0.0002072236,4.451773e-8,2.255645e-7,4.694835e-8,0.003390695,4.265771e-7,0.0000350089,0.90998,0.05194289,0.03442856],"study_design_scores_gemma":[0.0000238842,0.000007181207,0.007069728,4.913997e-7,5.318913e-7,2.731522e-8,0.004897011,0.000003341781,0.00009035013,0.02154173,0.9663385,0.00002723733],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02098305,0.0000116914,0.0002556627,0.03542303,0.0002135349,0.00003520875,5.235581e-8,0.0000637518,0.943014],"genre_scores_gemma":[0.9554823,0.00001128733,0.0007120684,0.002965236,0.0002100166,8.897171e-7,4.52636e-7,4.722929e-7,0.04061729],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9344993,"threshold_uncertainty_score":0.9997056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01498850179477223,"score_gpt":0.3839523482576668,"score_spread":0.3689638464628945,"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."}}