{"id":"W2125764157","doi":"10.5210/fm.v13i10.2217","title":"Collaboration in context: Comparing article evolution among subject disciplines in Wikipedia","year":2008,"lang":"en","type":"article","venue":"First Monday","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Subject (documents); Context (archaeology); Quality (philosophy); Exploratory research; Sample (material); Period (music); Neutrality; Computer science; Data science; World Wide Web; Sociology; Social science; Political science; Epistemology; History; Aesthetics; Art","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":[0.0004899772,0.00008093626,0.0001325529,0.0001767273,0.000421761,0.00007045028,0.0001529613,0.00008816512,0.00006734709],"category_scores_gemma":[0.0005407455,0.00008978294,0.00001865319,0.001619787,0.0001841352,0.0007337464,0.00002581289,0.0001076892,0.00004570712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005071058,"about_ca_system_score_gemma":0.0003725196,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006209483,"about_ca_topic_score_gemma":0.2287588,"domain_scores_codex":[0.9988548,0.0001686926,0.0002815555,0.0001940771,0.0002651689,0.0002356821],"domain_scores_gemma":[0.9994605,0.00008927571,0.0000861814,0.0001594482,0.0001383053,0.00006635121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001490907,0.00009064655,0.8008202,0.000002873142,0.000001066085,0.000002394469,0.1945599,0.0006475028,0.00003823928,0.002212187,0.001487035,0.0001230593],"study_design_scores_gemma":[0.0004588676,0.00001337764,0.956011,0.00002855056,0.00000206,2.848448e-7,0.02155095,0.002695463,0.0001118735,0.0006449825,0.01835692,0.0001256472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924456,0.0001227379,0.00007163209,0.003001809,0.0005458279,0.0003032832,0.000002215981,0.00005233041,0.003454505],"genre_scores_gemma":[0.9987271,0.00004504903,0.00008837681,0.00003926072,0.0002254658,0.0000692133,0.00001073257,0.000007216909,0.0007875634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2225493,"threshold_uncertainty_score":0.9386922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01998651098089719,"score_gpt":0.3090816198976231,"score_spread":0.2890951089167259,"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."}}