{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003035821,0.0001078111,0.0002324868,0.0007253107,0.00005389658,0.0004123116,0.0005483615,0.00008795514,0.00002924447],"category_scores_gemma":[0.000316797,0.00008099794,0.00007642362,0.001201875,0.00002853819,0.006087739,0.0001063983,0.0001330819,0.000527446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003801082,"about_ca_system_score_gemma":0.00004049164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001559841,"about_ca_topic_score_gemma":0.00001529405,"domain_scores_codex":[0.9974533,0.00009921771,0.001491209,0.00004813895,0.0007510081,0.0001571773],"domain_scores_gemma":[0.9978924,0.00006780781,0.001039131,0.0002129407,0.0007303028,0.00005741035],"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":[0.0003096916,0.0001607408,0.1807799,0.000119997,0.00005809295,0.00001439209,0.000488106,0.1218381,0.000002651087,0.1397255,0.01133394,0.5451688],"study_design_scores_gemma":[0.001304323,0.00005355413,0.7636394,0.00008627606,0.00001541543,0.00007798006,0.00254574,0.001631632,0.000008298761,0.00155528,0.2289767,0.0001053872],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8515073,0.00008889428,0.1339188,0.001413106,0.001128791,0.0004060493,0.00001163775,0.00004572445,0.01147965],"genre_scores_gemma":[0.9976834,0.00003520542,0.001883937,0.0003273881,0.00003122767,0.000006739055,0.000003273117,0.000001311864,0.00002750573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5828595,"threshold_uncertainty_score":0.6779428,"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."}}