{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008228538,0.00005902813,0.0001281884,0.00003964294,0.0004422399,0.0003012728,0.00006327249,0.00005933749,0.00001807565],"category_scores_gemma":[0.003048394,0.00005394239,0.00002118599,0.0001440157,0.0001230812,0.0004039512,0.00003221998,0.00009568002,9.176253e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002395085,"about_ca_system_score_gemma":0.00006154107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001434797,"about_ca_topic_score_gemma":0.00001381762,"domain_scores_codex":[0.9991559,0.0001320918,0.0002034819,0.00007119858,0.0003063179,0.0001310552],"domain_scores_gemma":[0.9984903,0.0009668872,0.0001772406,0.00001546654,0.0002433717,0.0001067688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005773027,0.0001608879,0.4856123,0.00005000296,0.0001066295,0.000007487727,0.08700217,0.00002531585,0.0006082831,0.1634367,0.02196268,0.2409697],"study_design_scores_gemma":[0.001284145,0.0001049049,0.8325509,0.0001616838,0.00007636892,0.00003241796,0.01139625,0.0002723389,0.00006497679,0.01326482,0.1403288,0.0004623454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959404,0.00008142037,0.0008930299,0.001352446,0.0002781511,0.00002170119,0.000003038004,0.00001507591,0.001414687],"genre_scores_gemma":[0.9977041,0.0000741125,0.0006975958,0.0001655134,0.001250989,5.225643e-8,0.000004568682,0.000007391504,0.00009568485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3469386,"threshold_uncertainty_score":0.3649432,"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."}}