{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"ff2bfa6965a3","filters":{"venue":"Tourism and hospitality management"}},"results":[{"id":"W4400653884","doi":"10.20867/thm.30.4.1","title":"Unveiling opportunities and challenges of the metaverse in the tourism and the hospitality sector: A qualitative investigation","year":2024,"lang":"en","type":"article","venue":"Tourism and hospitality management","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Regional Municipality of Niagara","funders":"","keywords":"Hospitality; Tourism; Metaverse; Thematic analysis; Exploratory research; Marketing; Qualitative research; Knowledge management; Originality; Business; Sociology; Public relations; Computer science; Political science; Virtual reality; Social science","authors":[{"name":"Abderrahim Laachach","is_ca":false},{"name":"Sana Mumtaz","is_ca":false},{"name":"Boutayna Zerryi ANDALOUSSI","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07366318679180722,"gpt":0.2883585781459526,"spread":0.2146953913541454,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01195829,0.0004266496,0.0005873534,0.001768486,0.006754778,0.003922369,0.001106018,0.001465876,0.004754997],"category_scores_gemma":[0.01237542,0.0003970556,0.0004296448,0.001374629,0.007133567,0.003819014,0.004756568,0.001903756,0.0004027203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004245758,"about_ca_system_score_gemma":0.004419683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004107215,"about_ca_topic_score_gemma":0.008658544,"domain_scores_codex":[0.9919347,0.006345205,0.0001758882,0.0003258644,0.0004805816,0.0007378974],"domain_scores_gemma":[0.9826803,0.01374012,0.0009414751,0.0005246326,0.001212288,0.0009011179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003803517,0.00004967861,0.003511196,0.0004587202,0.000005150138,0.0009496954,0.9805638,0.00005988077,0.001165257,0.005247788,0.0008813381,0.007069517],"study_design_scores_gemma":[0.000002390847,0.00002907508,0.0009686223,0.000263085,0.000003277973,0.0001691811,0.9893172,0.00009201621,0.0002832915,0.0004660712,0.008397494,0.000008270086],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784807,0.001090297,0.005373586,0.003572096,0.0001039703,0.0004486747,0.0002269159,0.00002354621,0.01068015],"genre_scores_gemma":[0.9919633,0.000772374,0.001721905,0.0009134589,0.00001825955,0.0004470459,0.00005655227,0.00002162913,0.004085426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01195829,"threshold_uncertainty_score":0.0632422,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4293146950","doi":"10.20867/thm.28.1.6","title":"REFINING THE SERVICE ORIENTATION SCALE (SOS-22) FROM INSIDE THE CANADIAN LODGING SECTOR","year":2022,"lang":"en","type":"article","venue":"Tourism and hospitality management","topic":"Customer Service Quality and Loyalty","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Guelph","funders":"","keywords":"Hospitality industry; Marketing; Confirmatory factor analysis; Scale (ratio); Service (business); Hospitality; Service-orientation; Exploratory factor analysis; Context (archaeology); Business; Tertiary sector of the economy; Psychology; Knowledge management; Tourism; Computer science","authors":[{"name":"William C. Murray","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01674657210912364,"gpt":0.2178626966442929,"spread":0.2011161245351692,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00406801,0.000438361,0.0002498938,0.002032804,0.003242898,0.002269152,0.0008836317,0.0003502561,0.002935855],"category_scores_gemma":[0.008202014,0.0001690068,0.0005848837,0.002638977,0.001467944,0.0007667457,0.001833713,0.001205474,0.0003716999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01790052,"about_ca_system_score_gemma":0.0400324,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8828198,"about_ca_topic_score_gemma":0.9483617,"domain_scores_codex":[0.9971239,0.0002743371,0.0001047771,0.0001432422,0.001899892,0.000453944],"domain_scores_gemma":[0.9931555,0.0005480837,0.0004391275,0.0002978124,0.004425619,0.00113381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001620028,0.000246149,0.7272204,0.0004422692,0.00005728746,0.0004565445,0.03995937,0.0006162566,0.003527075,0.004644384,0.01257097,0.2100973],"study_design_scores_gemma":[0.00001296944,0.0001453152,0.9411112,0.0001836818,0.0000292591,0.00009915128,0.03186845,0.0008306963,0.0009501427,0.0004381866,0.02427454,0.00005637581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768727,0.0002382763,0.00180216,0.0008901276,0.000059411,0.0004291847,0.0008452414,0.00003618536,0.01882668],"genre_scores_gemma":[0.9859695,0.0004212642,0.007601907,0.0002407689,0.00001252009,0.0002672659,0.001387328,0.00001988292,0.004079483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1171802,"threshold_uncertainty_score":0.2357406,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4230110939","doi":"10.1108/s1871-317320160000012024","title":"Editorial Board","year":2016,"lang":"en","type":"paratext","venue":"Tourism and hospitality management","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Publishing; Hospitality; Library science; Management; Sociology; Humanities; Political science; Tourism; Art; Geography; Archaeology; Law","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.007816354195224282,"gpt":0.2296239844462254,"spread":0.2218076302510011,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007701672,0.002583018,0.00193332,0.006062881,0.004560393,0.01622746,0.003134476,0.00613744,0.3036089],"category_scores_gemma":[0.04311611,0.0007577614,0.001312441,0.003681766,0.001624282,0.006735981,0.003254316,0.005506268,0.3085449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003491083,"about_ca_system_score_gemma":0.006880274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001700837,"about_ca_topic_score_gemma":0.002312761,"domain_scores_codex":[0.9904441,0.001131147,0.001093459,0.001450674,0.005153053,0.0007275946],"domain_scores_gemma":[0.9606727,0.003115362,0.002667922,0.002328687,0.02659972,0.004615593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000663907,0.000004870235,0.00002016898,0.00009501784,0.000001809787,0.00001820868,0.00001676493,0.000008955922,0.00004363834,0.0004370794,0.9822197,0.01712717],"study_design_scores_gemma":[0.000005237533,0.000005186747,0.00006772563,0.0001622614,0.000002900017,0.00003298135,0.00003574803,0.00002181521,0.000036956,0.0004145649,0.9992101,0.000004350071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0002582569,0.0107278,0.001033278,0.0447232,0.8208935,0.0003445845,0.001151038,0.001038749,0.1198296],"genre_scores_gemma":[0.003790847,0.01381434,0.001388136,0.02744707,0.3622778,0.0004228495,0.002476452,0.001269486,0.587113],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6963911,"threshold_uncertainty_score":0.9933174,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}