{"id":"W7134174033","doi":"10.34257/gjmbrevol25is2pg1","title":"Envisage Infinitive an International Business &amp; Global Marketing Model","year":2025,"lang":"","type":"article","venue":"Global Journal of Management and Business Research","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protectionism; Global strategy; International business; Prosperity; Outsourcing; Developing country; Emerging markets","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007834344,0.0005509097,0.000719679,0.001501813,0.0009322105,0.003096552,0.001610136,0.0002760499,0.0005760703],"category_scores_gemma":[0.0008364932,0.0005520387,0.0001498193,0.0049572,0.0005468621,0.004187258,0.002316042,0.0006299109,0.0001348063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001132373,"about_ca_system_score_gemma":0.0005962492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001592007,"about_ca_topic_score_gemma":0.00008656083,"domain_scores_codex":[0.9945254,0.0002251549,0.001760739,0.0007526341,0.001716773,0.001019279],"domain_scores_gemma":[0.9903799,0.0001079521,0.0009419306,0.0004369494,0.008039326,0.00009398334],"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":[0.004149853,0.001581318,0.2663733,0.003383374,0.002276844,0.0004105429,0.0001583844,0.003154517,0.00001255559,0.2732247,0.06445502,0.3808196],"study_design_scores_gemma":[0.003819045,0.00001544496,0.7000694,0.001665061,0.0002292099,0.00003065586,0.002016636,0.005601576,7.509045e-7,0.02385648,0.26208,0.0006158134],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4340971,0.001497431,0.02168051,0.01538444,0.005709782,0.001104902,0.00007088689,0.00005811725,0.5203968],"genre_scores_gemma":[0.9722845,0.006877919,0.006497573,0.003244774,0.001871361,0.00002694588,0.000132563,0.00004191713,0.009022461],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5381873,"threshold_uncertainty_score":0.9996931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05339299150817537,"score_gpt":0.3521337306302415,"score_spread":0.2987407391220661,"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."}}