{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009543865,0.0002006708,0.0002473378,0.001360789,0.001855596,0.002636729,0.0003594379,0.0006596191,0.003377752],"category_scores_gemma":[0.003509799,0.0001307212,0.0002187704,0.001011658,0.001597033,0.001676236,0.001640264,0.0007163949,0.0001732923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001021035,"about_ca_system_score_gemma":0.0004595897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008849721,"about_ca_topic_score_gemma":0.0133092,"domain_scores_codex":[0.999319,0.0003423814,0.00002586296,0.00005573771,0.0001226896,0.0001343286],"domain_scores_gemma":[0.9968259,0.0007926939,0.0009854905,0.00008692139,0.0002861457,0.001022857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001796918,0.0003897945,0.8882574,0.00007070797,0.000133486,0.0006161839,0.082646,0.0002606226,0.00106344,0.006048764,0.00113506,0.01919885],"study_design_scores_gemma":[0.00001101517,0.0001459178,0.8315371,0.00003882967,0.00003866409,0.0002514204,0.1613985,0.001139413,0.0001251133,0.002037531,0.003251996,0.00002458502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956096,0.0001027166,0.0001301624,0.0004085468,0.000007826765,0.000004291561,0.00002643457,0.000001337251,0.003709131],"genre_scores_gemma":[0.9996715,0.00006288442,0.00003283113,0.00003817597,0.000006087319,0.000002754808,0.00001711768,8.034292e-7,0.0001678665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008849721,"threshold_uncertainty_score":0.01759642,"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."}}