{"id":"W4381956130","doi":"10.2139/ssrn.4487514","title":"Organizational Herding and Business Model Innovation Adoption","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Herding; Business; Knowledge management; Business model; Industrial organization; Marketing; Business administration; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004630778,0.0001142238,0.0003376552,0.001522321,0.0006833988,0.00265856,0.0004885612,0.001340834,0.007075746],"category_scores_gemma":[0.03498885,0.0002095328,0.0004608762,0.0009042145,0.00107294,0.002477603,0.001363264,0.001761239,0.0002669033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00102361,"about_ca_system_score_gemma":0.0007028355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003066083,"about_ca_topic_score_gemma":0.004508789,"domain_scores_codex":[0.9983475,0.0006253128,0.0001278548,0.0002330872,0.0002691174,0.0003971793],"domain_scores_gemma":[0.9174904,0.06088529,0.01293192,0.003592409,0.002357816,0.002742278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003888486,0.0008777982,0.9266639,0.0000665214,0.0002236057,0.0002759458,0.004818891,0.001563565,0.001955215,0.01016643,0.0005286309,0.05247067],"study_design_scores_gemma":[0.00003072223,0.0003520869,0.9732903,0.0000596756,0.0001621504,0.0002850496,0.007670834,0.006925532,0.0005759943,0.009411287,0.001209928,0.00002649988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950138,0.0001465475,0.0005370338,0.0002934397,0.00000476034,0.000006855452,0.00001262954,0.000007791646,0.003977121],"genre_scores_gemma":[0.9994817,0.00003407538,0.0001127352,0.00002081414,0.000004765373,0.000002561263,0.00001007998,0.000002001696,0.0003311712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007075746,"threshold_uncertainty_score":0.02449018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01669910959606356,"score_gpt":0.226400003336457,"score_spread":0.2097008937403935,"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."}}