{"id":"W118012307","doi":"10.22215/timreview/568","title":"A Business Application of the System Dynamics Approach: Word-of-Mouth and Its Effect in an Online Environment","year":2012,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Word of mouth; Dynamics (music); Product (mathematics); Consumption (sociology); System dynamics; Computer science; Business; Marketing; Advertising; Artificial intelligence; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00402913,0.0001346561,0.0004932903,0.0008504433,0.00005189195,0.00001310499,0.00064447,0.00008312006,0.000007158834],"category_scores_gemma":[0.0002787993,0.00008267062,0.00003364463,0.006068148,0.0000761546,0.0001716519,0.0004421459,0.0001056634,0.000009371884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007059974,"about_ca_system_score_gemma":0.000005691558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003928294,"about_ca_topic_score_gemma":0.000004411614,"domain_scores_codex":[0.9974771,0.0001814939,0.001290657,0.0003073158,0.0005930509,0.000150395],"domain_scores_gemma":[0.9977609,0.00009693064,0.001007475,0.0009269085,0.0001935238,0.00001428476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000005015531,0.0001008112,0.02675141,0.001587864,0.000009856917,2.008326e-7,0.00001743125,0.0000601653,0.00009864895,0.4115689,0.00003883101,0.5597609],"study_design_scores_gemma":[0.00166341,0.00009977595,0.8687388,0.007407639,0.0002363712,0.0000353029,0.002145136,0.08012222,0.000134256,0.01792374,0.02081706,0.0006763174],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8684049,0.02714669,0.09825625,0.0008566802,0.0001860551,0.00416935,0.00001752802,0.00008734442,0.0008752414],"genre_scores_gemma":[0.9972196,0.0002579401,0.002258714,0.00005337604,0.00001086038,0.0001239328,0.000008507967,0.000007555843,0.00005949623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8419874,"threshold_uncertainty_score":0.337121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1071530588542301,"score_gpt":0.3645187907836074,"score_spread":0.2573657319293774,"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."}}