{"id":"W4224871131","doi":"10.3390/systems10030056","title":"A Literature Review of Social Commerce Research from a Systems Thinking Perspective","year":2022,"lang":"en","type":"review","venue":"Systems","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Social commerce; Purchasing; Perspective (graphical); Knowledge management; Process (computing); Quality (philosophy); Exploratory research; Conceptual framework; Social technology; Computer science; Data science; Social media; Sociology; Business; Social relation; Marketing; World Wide Web; Social science; Social philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01431679,0.0003708918,0.00285435,0.0003063376,0.001611711,0.0006325262,0.001425593,0.0005849046,0.0001095221],"category_scores_gemma":[0.005380112,0.0003276638,0.0008105116,0.002533192,0.0004605128,0.00016986,0.0003307458,0.001770659,0.00004397598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00177657,"about_ca_system_score_gemma":0.001780297,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01009675,"about_ca_topic_score_gemma":0.0001125226,"domain_scores_codex":[0.9797779,0.01494315,0.001087121,0.0006452193,0.002906682,0.0006399699],"domain_scores_gemma":[0.9934481,0.004180511,0.001017308,0.0004538565,0.0007279037,0.0001723698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000933448,0.0001327294,0.000001497745,0.4109559,0.0006117318,0.00009624515,0.126694,5.199449e-8,2.137137e-8,0.2173735,0.05581422,0.1883108],"study_design_scores_gemma":[0.00003623533,0.00001913141,1.925184e-7,0.2498269,0.0001508821,0.000002736248,0.04363545,1.891639e-7,4.547035e-10,0.000199269,0.7059267,0.000202292],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.920114e-7,0.7686335,4.901302e-7,0.0001801554,0.002725633,0.002184972,0.0005397628,0.0000843449,0.2256508],"genre_scores_gemma":[0.00003859556,0.9910308,0.000003750514,0.00002913851,0.002289951,0.0007315419,0.0002364694,0.00006973597,0.005570028],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6501125,"threshold_uncertainty_score":0.9999176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1804552296435149,"score_gpt":0.4702426342216136,"score_spread":0.2897874045780987,"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."}}