{"id":"W4232758235","doi":"10.32920/ryerson.14654025","title":"The impact of social media: how Instagram & Snapchat are revolutionizing the fashion industry","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Social media; Advertising; Social media optimization; Entertainment; Entertainment industry; Business; World Wide Web; Computer science; Art; Visual arts","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":[0.004476408,0.0004922649,0.0001600515,0.001424672,0.004387089,0.0149754,0.0008344634,0.002166945,0.009917662],"category_scores_gemma":[0.006579385,0.0002755036,0.0004849637,0.001164152,0.007889734,0.01403417,0.005106769,0.002889596,0.003075807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003156241,"about_ca_system_score_gemma":0.00185235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008290539,"about_ca_topic_score_gemma":0.01622389,"domain_scores_codex":[0.9945781,0.003566471,0.00007214864,0.0003567052,0.0009658529,0.0004606425],"domain_scores_gemma":[0.9951079,0.002907633,0.0002802087,0.0004142693,0.0006489205,0.0006410029],"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":[0.0003495886,0.0003973128,0.01239582,0.000750664,0.0001002042,0.001393689,0.09983223,0.000599208,0.004919725,0.2819278,0.1986315,0.3987023],"study_design_scores_gemma":[0.00002745088,0.0002084015,0.008852358,0.0005869321,0.00005730389,0.0004355862,0.06296229,0.0005760265,0.002445624,0.03055527,0.8932074,0.00008545164],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1887362,0.01316147,0.005854023,0.147329,0.003506281,0.00009526129,0.0002943823,0.0006447217,0.6403787],"genre_scores_gemma":[0.9022682,0.01310461,0.005140184,0.02161544,0.001722405,0.0001041976,0.0001341452,0.0005986823,0.05531205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0149754,"threshold_uncertainty_score":0.03317791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0593990993261205,"score_gpt":0.3382956033376154,"score_spread":0.278896504011495,"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."}}