{"id":"W4403212828","doi":"10.1109/iccit62134.2024.10701248","title":"Enhancing SME Performance through Strategic Social Media Utilization","year":2024,"lang":"en","type":"article","venue":"","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Social media; Business; Computer science; Process management; Knowledge management; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001654535,0.0003298573,0.0001877718,0.0006056885,0.0006235449,0.002125421,0.0003137681,0.0003273018,0.001483658],"category_scores_gemma":[0.003703,0.00009786479,0.0002323193,0.0005567653,0.0003834734,0.001215494,0.002027166,0.0002945499,0.0005234777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000546577,"about_ca_system_score_gemma":0.001364302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001059338,"about_ca_topic_score_gemma":0.002617916,"domain_scores_codex":[0.9988868,0.0005386623,0.00006041763,0.00007614806,0.0001995541,0.0002384535],"domain_scores_gemma":[0.9978085,0.0006826512,0.0004910504,0.000177359,0.0003199156,0.0005205534],"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":[0.0005624033,0.004221397,0.4095471,0.0006102321,0.0001270089,0.001294459,0.01386997,0.004029943,0.03097697,0.005792126,0.002472296,0.526496],"study_design_scores_gemma":[0.0001231979,0.005438922,0.8367258,0.0006925436,0.0003287855,0.001082955,0.05447878,0.02230527,0.03598453,0.01152204,0.0311597,0.0001574543],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855665,0.0001121172,0.001099646,0.0003399237,0.000006700188,0.00002707995,0.00001846882,0.000034551,0.01279503],"genre_scores_gemma":[0.9989846,0.00005644746,0.0005118355,0.0000164638,0.000002798348,0.000007537534,0.000009029683,0.000002095874,0.0004091898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002125421,"threshold_uncertainty_score":0.008750141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3369616481276298,"score_gpt":0.4317804533667713,"score_spread":0.09481880523914149,"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."}}