{"id":"W4409746980","doi":"10.1108/ijchm-10-2024-1531","title":"Booking hotels online: can scarcity messages mitigate the effect of a mediocre aggregated eWOM valence?","year":2025,"lang":"en","type":"article","venue":"International Journal of Contemporary Hospitality Management","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Scarcity; Business; Tourism; Valence (chemistry); Marketing; Advertising; Social media; Industrial organization; Computer science; Microeconomics; Economics; World Wide Web; Geography; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003608005,0.000154878,0.0003511033,0.0002126549,0.0001765022,0.0001708227,0.001211683,0.00006939511,0.00003480051],"category_scores_gemma":[0.001242414,0.0001137643,0.0002984868,0.0002937196,0.0005077633,0.0003517135,0.0001909035,0.0002406676,0.000001344369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001918566,"about_ca_system_score_gemma":0.0002486666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007493398,"about_ca_topic_score_gemma":0.0001062864,"domain_scores_codex":[0.9968564,0.0007466939,0.0007166108,0.0001644891,0.001317604,0.0001982125],"domain_scores_gemma":[0.9977235,0.0007281131,0.0007474113,0.0001669795,0.0005386427,0.00009535473],"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":[0.002293441,0.0008781221,0.3941908,0.0006737742,0.008355005,0.001078116,0.01912796,0.0001006466,0.00006439913,0.06272369,0.04079027,0.4697238],"study_design_scores_gemma":[0.01124399,0.002305307,0.496851,0.01377193,0.001064166,0.0000168711,0.06677961,0.0001357844,0.003768394,0.06147812,0.341139,0.001445809],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8588717,0.001257546,0.00009339396,0.01731234,0.002347524,0.0004568952,0.00005550926,0.00003169689,0.1195734],"genre_scores_gemma":[0.9963642,0.0003589795,0.00004549005,0.0002994277,0.0002767974,0.000007874782,0.000009598505,0.000007637364,0.002630045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.468278,"threshold_uncertainty_score":0.4639173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009493621004376196,"score_gpt":0.3173986739016643,"score_spread":0.3079050528972881,"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."}}