{"id":"W1989957596","doi":"10.4018/jdm.2008040104","title":"Adoption, Improvement, and Disruption","year":2008,"lang":"en","type":"article","venue":"Journal of Database Management","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"University of British Columbia; Simon Fraser University","keywords":"Computer science; Open source software; Enterprise software; Business model; Software; Software development; Open source; Business; Knowledge management; Process management; Marketing; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002759641,0.001029628,0.000664454,0.002804669,0.00174984,0.00531844,0.001603113,0.004741661,0.009794475],"category_scores_gemma":[0.02004083,0.0006139401,0.001081493,0.002599858,0.006352963,0.008896555,0.003315385,0.00304252,0.001301483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006708234,"about_ca_system_score_gemma":0.002884015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01583429,"about_ca_topic_score_gemma":0.007283397,"domain_scores_codex":[0.9964219,0.001139212,0.0001426214,0.0008673214,0.0007042362,0.0007246258],"domain_scores_gemma":[0.989146,0.005845547,0.002710995,0.0006683053,0.0009306147,0.0006985813],"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":[0.0002708499,0.0006481376,0.07572874,0.0002396054,0.0001169172,0.001304654,0.007210215,0.1019615,0.001358085,0.7368296,0.004393344,0.06993835],"study_design_scores_gemma":[0.0001961267,0.001017654,0.04942221,0.0002618777,0.0001688964,0.001084493,0.007809312,0.2649334,0.0009446284,0.6422764,0.03167269,0.0002123128],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5590969,0.002070932,0.2090943,0.02528316,0.0001832764,0.0006957743,0.0006732771,0.00065525,0.2022472],"genre_scores_gemma":[0.9901815,0.0005471571,0.00352851,0.0002619261,0.00003962468,0.0001328856,0.00006131254,0.00001828541,0.005228711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01583429,"threshold_uncertainty_score":0.0486719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02055777907068719,"score_gpt":0.2526354628337705,"score_spread":0.2320776837630833,"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."}}