{"id":"W4210613880","doi":"10.1287/mnsc.2021.4279","title":"The Effects of Online Review Platforms on Restaurant Revenue, Consumer Learning, and Welfare","year":2022,"lang":"en","type":"article","venue":"Management Science","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Revenue; Counterfactual thinking; Business; Marketing; Welfare; Quality (philosophy); Advertising; Economics","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":[0.003459373,0.0004394528,0.0005383609,0.001334745,0.0004973498,0.00176859,0.0006725416,0.000614771,0.006273162],"category_scores_gemma":[0.02202065,0.0002459607,0.001125063,0.001601465,0.001140221,0.001938718,0.00149567,0.001756847,0.000881794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002792873,"about_ca_system_score_gemma":0.0009335152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01308715,"about_ca_topic_score_gemma":0.01538316,"domain_scores_codex":[0.9969495,0.001476163,0.0001262639,0.0004769206,0.0005137288,0.0004574387],"domain_scores_gemma":[0.9511842,0.03176025,0.01142156,0.001413776,0.002362108,0.001858119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002298132,0.001794475,0.8923482,0.0004543312,0.0009002611,0.000450339,0.0005021136,0.03271706,0.002017892,0.005602537,0.007499028,0.05341581],"study_design_scores_gemma":[0.0001727915,0.001725048,0.9407828,0.0001059294,0.0006153488,0.0001656372,0.001391973,0.04072474,0.002452365,0.004609222,0.007165976,0.00008811561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830956,0.0009436748,0.00172367,0.001529378,0.00003777699,0.0001176514,0.003329296,0.00005170381,0.009171339],"genre_scores_gemma":[0.9961039,0.0003015061,0.0004341468,0.0001321259,0.00004252775,0.00005788839,0.001172567,0.00000992587,0.001745415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01308715,"threshold_uncertainty_score":0.02602196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007795652678387607,"score_gpt":0.2914366367100382,"score_spread":0.2836409840316506,"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."}}