{"id":"W2075986057","doi":"10.4018/joeuc.2014040101","title":"Social Media Tools Adoption and Use by SMES","year":2014,"lang":"en","type":"article","venue":"Journal of Organizational and End User Computing","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":163,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Social media; Business; Empirical research; Marketing; Test (biology); Knowledge management; Small and medium-sized enterprises; Logistic regression; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001332605,0.0001310735,0.0001629611,0.001023906,0.0002835758,0.00115571,0.0001484728,0.0003726517,0.001303627],"category_scores_gemma":[0.00866071,0.0001164471,0.0002267457,0.0008672399,0.0003219371,0.0009211751,0.0007330956,0.0003345668,0.0002112137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002475792,"about_ca_system_score_gemma":0.0002963295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002264437,"about_ca_topic_score_gemma":0.00435948,"domain_scores_codex":[0.9991274,0.0003439254,0.0001034289,0.00008529508,0.0002187756,0.0001211918],"domain_scores_gemma":[0.9936373,0.002777394,0.002194495,0.0001699758,0.0006186434,0.0006020794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000702001,0.0001301997,0.9704935,0.00005966317,0.0000323646,0.0003267544,0.009753673,0.00007236731,0.001159461,0.0001175801,0.000133221,0.01765093],"study_design_scores_gemma":[0.000004232446,0.000228943,0.9818448,0.00006869588,0.00002454867,0.0003012929,0.01565672,0.0002823512,0.000379057,0.0000858991,0.001112619,0.00001079207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992342,0.0001183805,0.00004067344,0.00006857674,0.000001144322,0.000003153961,0.0000232747,0.000001696805,0.0005088628],"genre_scores_gemma":[0.9995863,0.0001320579,0.00005160544,0.00001848491,0.000002210657,0.0000041977,0.00002290646,0.000001047992,0.0001813016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002264437,"threshold_uncertainty_score":0.007047594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02105948161013028,"score_gpt":0.2571505619098043,"score_spread":0.2360910802996741,"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."}}