{"id":"W151743394","doi":"","title":"Open Source: Shifting Buying and Evaluation Patterns of BI Users","year":2009,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Open source; Business; Computer science; Operating system; Software","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.007777085,0.0003271335,0.0006168722,0.0004370578,0.0008126901,0.001712748,0.005418405,0.0002618853,0.0004461069],"category_scores_gemma":[0.001156025,0.0002298003,0.00009459187,0.001873274,0.0002517471,0.0007941632,0.002603315,0.0003324948,0.00006945542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006121169,"about_ca_system_score_gemma":0.0001243338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007337476,"about_ca_topic_score_gemma":0.0001960927,"domain_scores_codex":[0.9952421,0.0006659683,0.001054065,0.0009273616,0.001637351,0.0004731564],"domain_scores_gemma":[0.9959375,0.0006350719,0.0009338232,0.001593958,0.000763541,0.0001361135],"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":[0.0002093509,0.0001992884,0.2819615,0.00001051646,0.00003221126,0.000007210048,0.004456275,0.004164064,0.001107115,0.0003848178,0.002908693,0.7045589],"study_design_scores_gemma":[0.001878532,0.00007570466,0.8150794,0.0001454247,0.00009893156,0.00006020902,0.008928648,0.007213911,0.0001588522,0.001700376,0.164237,0.0004230029],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796664,0.0002002229,0.01073946,0.005164017,0.00009251746,0.001257494,0.00001055375,0.0001155625,0.002753766],"genre_scores_gemma":[0.9935421,0.00001027187,0.0005039166,0.001400473,0.00006899965,0.00004044492,0.0000128119,0.00003879939,0.004382195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7041359,"threshold_uncertainty_score":0.9999627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1339740888229783,"score_gpt":0.3980673944868853,"score_spread":0.264093305663907,"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."}}