{"id":"W4389307597","doi":"10.47941/jmh.1558","title":"The Impact of Online Reviews on Hotel Performance","year":2023,"lang":"en","type":"article","venue":"Journal of Modern Hospitality","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Social media; Hospitality industry; Marketing; Reputation; Expectancy theory; Leverage (statistics); Empirical research; Desk; Hospitality; Business; Knowledge management; Purchasing; Public relations; Computer science; Tourism; World Wide Web; Sociology; Management; Economics; 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":[0.004742302,0.0003798119,0.000429762,0.001205051,0.0008281186,0.004256151,0.0005236896,0.0005161768,0.004400178],"category_scores_gemma":[0.05084793,0.0001362013,0.0007010204,0.001098581,0.0004638583,0.00166801,0.001582165,0.001012609,0.0011717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001456883,"about_ca_system_score_gemma":0.00174211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004520393,"about_ca_topic_score_gemma":0.007145119,"domain_scores_codex":[0.9911531,0.004359705,0.0005031243,0.0003841043,0.00291644,0.0006835831],"domain_scores_gemma":[0.8792848,0.06018564,0.02954514,0.002712825,0.0212404,0.007031255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001406936,0.001659824,0.7417538,0.001830453,0.0006748165,0.0008964805,0.005136356,0.002102152,0.002562998,0.001351742,0.007389415,0.233235],"study_design_scores_gemma":[0.00002866275,0.00177533,0.97581,0.0004100725,0.0002787926,0.000256766,0.008138394,0.003255485,0.001333678,0.0006417537,0.007983598,0.00008755481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664429,0.002484415,0.0006840373,0.001365412,0.000222266,0.00009533532,0.0003456867,0.00006376737,0.02829628],"genre_scores_gemma":[0.9973981,0.0004387844,0.0003082803,0.0001045449,0.0001070397,0.00001754321,0.0001122468,0.000009849786,0.001503654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004742302,"threshold_uncertainty_score":0.02508003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05149184654164939,"score_gpt":0.3837332630401271,"score_spread":0.3322414164984777,"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."}}