{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006388672,0.0004543728,0.0003154625,0.001627637,0.002781711,0.003095341,0.000859149,0.001201219,0.003208126],"category_scores_gemma":[0.02155891,0.0003556074,0.0003110023,0.0007090316,0.002558379,0.004030872,0.005280891,0.0009500911,0.0006020726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000951848,"about_ca_system_score_gemma":0.001084476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001288811,"about_ca_topic_score_gemma":0.00149034,"domain_scores_codex":[0.9934841,0.004067952,0.0002282148,0.0008495494,0.0009296523,0.0004404518],"domain_scores_gemma":[0.9848139,0.008653373,0.00212191,0.001494339,0.001285414,0.001631168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000517089,0.001184261,0.1965412,0.0006538551,0.0002591751,0.002075572,0.1812205,0.01591948,0.02308805,0.2848751,0.003920409,0.2897454],"study_design_scores_gemma":[0.0002944912,0.001317432,0.1074341,0.0004449777,0.0002414134,0.002131581,0.1765714,0.08812359,0.0120036,0.4640185,0.1471542,0.0002646896],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8007388,0.0002840036,0.1379213,0.001636337,0.00005812617,0.00017261,0.00004718918,0.0003975648,0.05874405],"genre_scores_gemma":[0.9858264,0.0000580347,0.01061125,0.00006879243,0.00001007141,0.00006634912,0.00003631151,0.0000281013,0.003294654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006388672,"threshold_uncertainty_score":0.03378695,"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."}}