{"id":"W3145040424","doi":"10.2307/25148827","title":"Contribution Behaviors in Distributed Environments1","year":2008,"lang":"en","type":"article","venue":"MIS Quarterly","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Knowledge management; Computer science; Business","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":[0.009262721,0.0005930151,0.000389628,0.002133282,0.003523055,0.003754727,0.001163717,0.001441438,0.004617354],"category_scores_gemma":[0.03130581,0.0005181827,0.0003352127,0.0009843273,0.003232603,0.005664518,0.00693036,0.001167374,0.0009488676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001273891,"about_ca_system_score_gemma":0.001512492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001552291,"about_ca_topic_score_gemma":0.00197373,"domain_scores_codex":[0.9897305,0.00689353,0.0003306651,0.00110774,0.001345786,0.0005918458],"domain_scores_gemma":[0.9738471,0.01570926,0.003440942,0.002333785,0.00219047,0.002478423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005305571,0.001327844,0.1824218,0.0008164755,0.0002014006,0.002415824,0.184777,0.01201412,0.0161494,0.2972337,0.005827862,0.2962839],"study_design_scores_gemma":[0.0002770615,0.001208969,0.09491765,0.0005895597,0.0002022484,0.002406816,0.1566096,0.06805798,0.009939738,0.4833175,0.1822184,0.0002543953],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6937429,0.0005543819,0.2185656,0.002773665,0.00009584439,0.0003063854,0.00007668392,0.0006780695,0.08320644],"genre_scores_gemma":[0.9741383,0.0001117933,0.0198194,0.0001237672,0.0000171934,0.0001219873,0.0000642978,0.00005776665,0.005545485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009262721,"threshold_uncertainty_score":0.04898655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009372609912508871,"score_gpt":0.2256607526759277,"score_spread":0.2162881427634188,"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."}}