{"id":"W4402206954","doi":"10.32920/26866588","title":"The Influence of Instagram Branding on Arab Fashion Designers' Careers in the Middle East: A Framework to Examine the Effect &amp; Efficiency of Branding Strategies on Their Career Growth","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Sharing Economy and Platforms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; York University","funders":"","keywords":"Middle East; Marketing; Business; Advertising; Sociology; Political science","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":[0.002085997,0.000351425,0.0001649997,0.001738441,0.002096903,0.004492017,0.0004264986,0.0004883166,0.003196694],"category_scores_gemma":[0.003194283,0.0001558266,0.0002563146,0.0009501323,0.003086326,0.001048774,0.002196741,0.0007747026,0.0003978024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002512221,"about_ca_system_score_gemma":0.002591457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01129235,"about_ca_topic_score_gemma":0.01672603,"domain_scores_codex":[0.9986754,0.0007820685,0.00002749599,0.00008532718,0.0001261445,0.000303436],"domain_scores_gemma":[0.9952863,0.002348749,0.0009598201,0.0001350717,0.0004353006,0.0008346989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005413891,0.001180336,0.6603148,0.000208778,0.00006023149,0.001371171,0.2046649,0.001142097,0.004473899,0.03746606,0.0009415655,0.08763478],"study_design_scores_gemma":[0.00003009273,0.0004887363,0.5809906,0.0002383724,0.000097529,0.0002892617,0.3944163,0.00300543,0.002593688,0.004423339,0.01337779,0.00004886429],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838495,0.0001187921,0.0002749859,0.0001729096,0.000004001703,0.000009847838,0.0000115655,0.000002163855,0.01555625],"genre_scores_gemma":[0.9987627,0.0001086081,0.0001941649,0.00001678602,0.000001892491,0.000007668444,0.000005201085,9.600031e-7,0.0009020297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01129235,"threshold_uncertainty_score":0.02245325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04925638806023418,"score_gpt":0.2443983463768662,"score_spread":0.195141958316632,"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."}}