{"id":"W2087938167","doi":"10.4018/jgim.2005070104","title":"Information Systems Effectiveness in Small Businesses","year":2005,"lang":"en","type":"article","venue":"Journal of Global Information Management","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge; Queen's University","funders":"","keywords":"Vendor; Business; Small business; Context (archaeology); Sample (material); Construct (python library); Marketing; Quality (philosophy); Knowledge management; Information quality; Information system; Process management; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004286838,0.0001549831,0.0002776395,0.00247498,0.002083954,0.003451294,0.0005006064,0.0003883498,0.003665077],"category_scores_gemma":[0.02850316,0.0001399451,0.0002816552,0.001892333,0.001927111,0.001467576,0.001559507,0.0006542219,0.0003676639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004567074,"about_ca_system_score_gemma":0.004840995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08384623,"about_ca_topic_score_gemma":0.07245497,"domain_scores_codex":[0.9945029,0.001864902,0.0003403931,0.0002391218,0.002217771,0.0008349675],"domain_scores_gemma":[0.965977,0.01464608,0.005642969,0.0009089488,0.006528358,0.006296609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002267458,0.0008620623,0.89815,0.0001848747,0.0001214666,0.0004027519,0.03511799,0.0004113648,0.000939183,0.003814868,0.00135394,0.05841469],"study_design_scores_gemma":[0.00001905442,0.0004203804,0.9591125,0.0000833234,0.00005966656,0.0001672726,0.0316887,0.0008292714,0.0006756267,0.0007317454,0.006190762,0.0000216568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883011,0.0002573562,0.0001596908,0.0003788633,0.000005690762,0.00002155265,0.00002341857,0.000006615321,0.01084579],"genre_scores_gemma":[0.999435,0.000112797,0.00006118962,0.00003501981,0.00000296807,0.0000063025,0.0000181455,0.000001872159,0.0003267378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08384623,"threshold_uncertainty_score":0.1667163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04143863458839396,"score_gpt":0.3398059542619116,"score_spread":0.2983673196735176,"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."}}