{"id":"W4382050189","doi":"10.1108/mrr-09-2022-0646","title":"A multi-method bibliometric review of value co-creation research","year":2023,"lang":"en","type":"article","venue":"Management Research Review","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Knowledge management; Scopus; Value (mathematics); Extant taxon; Resource (disambiguation); Co-creation; Citation; Data science; Computer science; Strategic management; Sociology; Business; Marketing; Political science; 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":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","insufficient_payload"],"consensus_categories":["bibliometrics","insufficient_payload"],"category_scores_codex":[0.05566521,0.0002096852,0.0005501448,0.03969432,0.0003896016,0.0002297861,0.001065553,0.00006261558,0.0009943468],"category_scores_gemma":[0.003280254,0.0001810777,0.0001499924,0.2596971,0.0001101208,0.0009068665,0.000977342,0.000534254,0.006253188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009013354,"about_ca_system_score_gemma":0.0000446084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003999388,"about_ca_topic_score_gemma":0.000004516088,"domain_scores_codex":[0.9936921,0.0006564151,0.0009355809,0.0006984453,0.00314009,0.0008773615],"domain_scores_gemma":[0.9951348,0.0004503956,0.0002899571,0.001163049,0.002932632,0.00002912435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008954297,0.000113611,0.0004070493,0.2850231,0.00005652546,0.00001834289,0.000006091074,0.000001579655,0.0001258616,0.02835188,0.3932026,0.2926844],"study_design_scores_gemma":[0.0002728554,0.00002481273,0.009909549,0.04830714,0.00007214282,6.485976e-7,0.00007536923,0.0006055408,0.00003670434,0.00177048,0.9387461,0.0001786398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007634725,0.6265488,0.001213054,0.1009293,0.0005423027,0.01345822,0.00001244743,0.0005952023,0.2559373],"genre_scores_gemma":[0.0004462083,0.9795398,0.002761165,0.01077792,0.0005970742,0.0008039309,0.0004949478,0.00005945048,0.004519471],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5455435,"threshold_uncertainty_score":0.9999189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3664722735043016,"score_gpt":0.5451507605715484,"score_spread":0.1786784870672468,"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."}}