{"id":"W2168246655","doi":"10.1145/2025113.2025129","title":"Effective communication of software development knowledge through community portals","year":2011,"lang":"en","type":"article","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Variety (cybernetics); World Wide Web; Software; Mechanism (biology); Knowledge management","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":[0.01529612,0.0005156216,0.0006057742,0.003877236,0.002975966,0.005668357,0.001273091,0.002702083,0.008897005],"category_scores_gemma":[0.06746236,0.000553267,0.0003633716,0.003248518,0.001352015,0.01459422,0.0113534,0.002039621,0.002378832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007311563,"about_ca_system_score_gemma":0.002800221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004963471,"about_ca_topic_score_gemma":0.0005385291,"domain_scores_codex":[0.9833905,0.01128061,0.0007141607,0.0006445936,0.003277382,0.0006928064],"domain_scores_gemma":[0.9236361,0.04999699,0.005929388,0.01013361,0.00596568,0.004338207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000602209,0.00129661,0.01076208,0.001340017,0.0001544337,0.001948842,0.03524457,0.002822684,0.007969664,0.07734243,0.03813839,0.822378],"study_design_scores_gemma":[0.001623734,0.002286515,0.01748498,0.002774207,0.0004106185,0.003321656,0.03165476,0.05258533,0.01164286,0.3288984,0.5468978,0.0004192882],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4001827,0.003301022,0.3596271,0.03186871,0.001004273,0.00182,0.0002976184,0.006902328,0.1949962],"genre_scores_gemma":[0.9122654,0.001331304,0.0732523,0.0009231328,0.0005326756,0.0006768,0.0002563882,0.00027655,0.01048538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01529612,"threshold_uncertainty_score":0.08089459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06828324299364838,"score_gpt":0.2931765028643868,"score_spread":0.2248932598707385,"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."}}