{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004172312,0.00007437128,0.00009682387,0.0002221718,0.0001295733,0.00006992571,0.000383193,0.00001208699,0.00001288353],"category_scores_gemma":[0.00001994695,0.00006488766,0.00003002346,0.000340148,0.00003195943,0.001141361,0.0003818409,0.00009656192,0.00001389607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003953339,"about_ca_system_score_gemma":0.00001756894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003642486,"about_ca_topic_score_gemma":6.534906e-7,"domain_scores_codex":[0.9990718,0.0000199604,0.0003370391,0.0001317288,0.0003231361,0.000116369],"domain_scores_gemma":[0.9991909,0.00001976011,0.0002630459,0.0003275638,0.0001364073,0.00006231366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006366554,0.0005847248,0.01808202,0.0002862569,0.0005642493,0.002008581,0.001948599,0.0001979879,0.005050608,0.3723154,0.1148567,0.4840412],"study_design_scores_gemma":[0.008516385,0.001861219,0.3016884,0.000629292,0.0002731543,0.003682686,0.001402304,0.007615963,0.002808399,0.007425456,0.6626155,0.00148127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1087871,0.00007759656,0.8885552,0.001235829,0.0002782639,0.0001281609,0.000005558621,0.0000267464,0.0009054618],"genre_scores_gemma":[0.6077452,0.0005957341,0.390219,0.0007563899,0.0001393759,0.000005873747,0.000009722569,0.000009063716,0.0005196753],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5477588,"threshold_uncertainty_score":0.2646042,"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."}}