{"id":"W1576674577","doi":"10.1002/cb.1523","title":"The satisfaction and stress of being a market maven: A social network perspective","year":2015,"lang":"en","type":"article","venue":"Journal of Consumer Behaviour","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Toronto Metropolitan University","funders":"","keywords":"Perspective (graphical); Social network (sociolinguistics); Set (abstract data type); Business; Marketing; Computer science; Social media; World Wide Web","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":[0.002268433,0.00006772679,0.0001848299,0.00003539057,0.0004053334,0.0001098883,0.0001030074,0.00007450242,0.00001045158],"category_scores_gemma":[0.001081727,0.0000523074,0.00008416975,0.0001341689,0.0004095403,0.000224169,0.000026403,0.0001989315,5.749459e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001228646,"about_ca_system_score_gemma":0.0003568229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008633684,"about_ca_topic_score_gemma":0.001214587,"domain_scores_codex":[0.9985595,0.0004192518,0.0002768135,0.00006427718,0.0004852866,0.0001948084],"domain_scores_gemma":[0.998382,0.0004175396,0.0004070272,0.00004242619,0.000610919,0.0001401096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000215224,0.00004068405,0.8895028,0.000004126024,0.0000784726,0.00001482628,0.0454968,9.229113e-7,0.000004241982,0.006965918,0.007519823,0.05015615],"study_design_scores_gemma":[0.0007688298,0.0001235946,0.8078845,0.0001138451,0.0001778976,0.00001419781,0.162797,0.000002498157,0.000006540991,0.02181295,0.006150678,0.0001474741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980352,0.0009961254,0.00001279257,0.001430748,0.0008135809,0.00008830042,0.000005946111,0.000007937475,0.01629254],"genre_scores_gemma":[0.9987555,0.0002495248,0.0001032493,0.0000156694,0.0005390025,0.000001393708,1.305532e-7,0.000006597229,0.0003289597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1173002,"threshold_uncertainty_score":0.3117538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244416392771138,"score_gpt":0.3131776225153572,"score_spread":0.2907334585876459,"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."}}