{"id":"W3206230458","doi":"10.1057/s41270-021-00136-5","title":"Engagement, participation, and relationship quality in the context of co-creation in brand communities","year":2021,"lang":"en","type":"article","venue":"Journal of Marketing Analytics","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; Memorial University of Newfoundland; Thompson Rivers University","funders":"","keywords":"Brand community; Context (archaeology); Quality (philosophy); Structural equation modeling; Community engagement; Marketing; Perspective (graphical); Construct (python library); Business; Psychology; Order (exchange); Work engagement; Co-creation; Work (physics); Brand management; Public relations; Political science; Computer science; Engineering; Geography","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02814005,0.00004487432,0.0001812415,0.00009742337,0.0001708178,0.00008202783,0.000107245,0.00004731526,0.00001450804],"category_scores_gemma":[0.02797913,0.00003832659,0.00004410078,0.0003391534,0.0001996508,0.0001494649,0.00001405171,0.0002624452,1.798735e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005207966,"about_ca_system_score_gemma":0.0001896802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005206154,"about_ca_topic_score_gemma":0.006589908,"domain_scores_codex":[0.9921176,0.006784688,0.000577002,0.00004148283,0.0003666037,0.0001126085],"domain_scores_gemma":[0.9870964,0.01213256,0.0003987431,0.00007336636,0.0002661581,0.00003274517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008087035,0.00007574641,0.9265903,0.00002931121,0.00001196242,0.00000444738,0.06544548,0.00002216209,0.000005313204,0.003628493,0.0001584427,0.003947475],"study_design_scores_gemma":[0.0003259017,0.0000138301,0.7775766,0.0001652848,0.00001800338,7.206271e-7,0.2194009,0.00006038533,0.000006279581,0.001076389,0.001317414,0.00003820138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653056,0.000209138,0.00001743585,0.00193137,0.00005261874,0.00004389363,0.000002182975,0.000002070301,0.03243572],"genre_scores_gemma":[0.9993018,0.0003417804,0.00008378043,0.00009636253,0.00005519105,8.370703e-7,0.000002174464,0.000002643259,0.0001154645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1539555,"threshold_uncertainty_score":0.9802086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1061016196839987,"score_gpt":0.4165124999409088,"score_spread":0.31041088025691,"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."}}