{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"d2af1938836f","filters":{"venue":"Advances in culture, tourism and hospitality research"}},"results":[{"id":"W2494120564","doi":"10.1108/s1871-3173(2012)0000006031","title":"Designing a Qualitative Multi-Case Research Study to Examine Participatory Community Tourism Planning Practices","year":2012,"lang":"en","type":"book-chapter","venue":"Advances in culture, tourism and hospitality research","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Citizen journalism; Tourism; Qualitative research; Participatory planning; Environmental planning; Case study research; Participatory action research; Sociology; Environmental resource management; Knowledge management; Management science; Geography; Political science; Engineering; Computer science; Social science; Environmental science; Archaeology; Anthropology","authors":[{"name":"Oksana Grybovych","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5363080762314719,"gpt":0.5963183180127627,"spread":0.06001024178129077,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02713039,0.0005965672,0.0009521832,0.002112963,0.008364744,0.005146333,0.002223827,0.002372531,0.004700107],"category_scores_gemma":[0.02222802,0.000695777,0.0006479979,0.002814388,0.00510266,0.005694807,0.004231055,0.002139457,0.0009400361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005456798,"about_ca_system_score_gemma":0.007634402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002543307,"about_ca_topic_score_gemma":0.006227663,"domain_scores_codex":[0.9742802,0.02103326,0.0005191115,0.001091519,0.001916961,0.001158864],"domain_scores_gemma":[0.9718724,0.02209138,0.001141699,0.00107748,0.002437109,0.001379952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002849334,0.001691784,0.00745355,0.001817511,0.00003883324,0.004978176,0.8309445,0.002619517,0.005823192,0.05615892,0.007584031,0.08060513],"study_design_scores_gemma":[0.0001759819,0.0006184481,0.002017361,0.001381261,0.00002349249,0.001220234,0.8445913,0.003308577,0.003173459,0.01400607,0.1294008,0.00008312043],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5748712,0.002411602,0.253761,0.01229709,0.0008382832,0.05390676,0.001075993,0.0002850461,0.100553],"genre_scores_gemma":[0.7328068,0.002046532,0.2113552,0.002278078,0.00009024866,0.03548108,0.0003918803,0.0000790653,0.01547105],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02713039,"threshold_uncertainty_score":0.143481,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2737393366","doi":"10.1108/s1871-3173201713","title":"Consumer Behavior in Tourism and Hospitality Research","year":2017,"lang":"en","type":"book","venue":"Advances in culture, tourism and hospitality research","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Hospitality; Tourism; Business; Marketing; Consumer behaviour; Advertising; Psychology; Political science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.09694265004122121,"gpt":0.4081166087279892,"spread":0.311173958686768,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006729689,0.0003445673,0.0003129952,0.001270356,0.0007813639,0.003568243,0.0003481346,0.0007213764,0.005883076],"category_scores_gemma":[0.001104376,0.0001488544,0.0001573279,0.003935192,0.001927411,0.001765165,0.0007438287,0.001008552,0.001259221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00178671,"about_ca_system_score_gemma":0.001674864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005244914,"about_ca_topic_score_gemma":0.01065153,"domain_scores_codex":[0.9995914,0.0001745153,0.00001285114,0.0000333154,0.0001579406,0.00002998096],"domain_scores_gemma":[0.9993407,0.0004617565,0.00003847059,0.00002736295,0.00008264763,0.00004893732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000393629,0.0001493974,0.005961574,0.001124598,0.00003103,0.0003485989,0.02043834,0.0004225418,0.0007398158,0.3322496,0.297098,0.3413971],"study_design_scores_gemma":[0.000006171713,0.00005367083,0.01557782,0.001223462,0.00001649011,0.0004845952,0.01130862,0.0003256871,0.0002742505,0.0472754,0.9234307,0.0000230901],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.02915433,0.3606095,0.003074091,0.01644669,0.003303628,0.00009698066,0.0003156374,0.0001430571,0.586856],"genre_scores_gemma":[0.2063627,0.3678551,0.005357253,0.006073907,0.002369353,0.0001965233,0.0006821188,0.0001202873,0.4109828],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.005883076,"threshold_uncertainty_score":0.0196808,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}