{"id":"W1598293854","doi":"10.5555/2017378.2017381","title":"Contribution behaviors in distributed environments","year":2008,"lang":"en","type":"article","venue":"National University of Singapore","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Knowledge management; Matching (statistics); Socially distributed cognition; Focus (optics); Computer science; Cognition; Information technology; Human–computer interaction; Psychology","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":[0.0001946136,0.0000275393,0.0000508711,0.00007745794,0.0002739241,0.000002611033,0.00009227863,0.0000397786,0.0001505863],"category_scores_gemma":[0.00006477792,0.00003810507,0.00002393817,0.0001591026,0.0001670366,0.0001463285,0.00002769139,0.00004340065,0.00001372996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000244457,"about_ca_system_score_gemma":0.00005139819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003849388,"about_ca_topic_score_gemma":0.000539518,"domain_scores_codex":[0.9994895,0.00003025017,0.00005153942,0.00007206079,0.0002753397,0.00008126404],"domain_scores_gemma":[0.9998302,0.00002329548,0.00004249711,0.00002338823,0.00005650098,0.00002409866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005418811,0.000430654,0.8850276,0.000005777205,0.00002303045,0.00007527986,0.01209552,0.000221668,0.0006675457,0.09690127,0.003043806,0.001453646],"study_design_scores_gemma":[0.0008975857,0.00001319669,0.8995534,0.00001700545,0.00001029317,4.021474e-7,0.003938742,0.0001763703,0.00009733513,0.001135952,0.09405088,0.0001088717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692338,0.00001437112,0.0005346597,0.0002747096,0.00003676491,0.00008209936,0.00002074139,0.00001210218,0.02979075],"genre_scores_gemma":[0.9986365,0.0000290253,0.0000660792,0.000005367795,0.00001401392,5.356396e-8,0.00007386751,9.913268e-7,0.001174143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09576531,"threshold_uncertainty_score":0.210683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02747447375880904,"score_gpt":0.2502458182309252,"score_spread":0.2227713444721161,"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."}}