{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.004833507,0.0002384308,0.0005242474,0.005018111,0.001079281,0.003346574,0.0004112122,0.0007116891,0.000550037],"category_scores_gemma":[0.07237574,0.0002342834,0.0003645032,0.00412558,0.0009386752,0.002965597,0.002917976,0.0006773098,0.0001273934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006594471,"about_ca_system_score_gemma":0.0006507731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002669505,"about_ca_topic_score_gemma":0.005122152,"domain_scores_codex":[0.9941126,0.002625901,0.000521252,0.0009093502,0.00145508,0.0003759104],"domain_scores_gemma":[0.9219755,0.0465418,0.01758027,0.002252169,0.007820011,0.003830299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003831513,0.0001167539,0.95328,0.0001623284,0.0002259308,0.0003005867,0.01698908,0.0005319616,0.004633033,0.0003048442,0.0001720057,0.02290026],"study_design_scores_gemma":[0.000005575884,0.0001650583,0.9882588,0.00002318436,0.00004526541,0.0001736401,0.008116815,0.0008798904,0.001041595,0.0004548648,0.0008155786,0.00001957033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984711,0.0002408851,0.0005220897,0.00005065315,0.00000675242,0.00001258782,0.00005543586,0.00001357633,0.0006268609],"genre_scores_gemma":[0.9991026,0.00006423146,0.000568523,0.00001055155,0.000009206555,0.000008693968,0.00008923601,0.000008036328,0.0001389427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9949819,"threshold_uncertainty_score":0.02556235,"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."}}