{"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":"b53776a0f26b","filters":{"venue":"Geographies of tourism and global change"}},"results":[{"id":"W2920900427","doi":"10.1007/978-3-030-11950-8_14","title":"Considerations for Differentiating Among Rural Tourism Geographies","year":2019,"lang":"en","type":"book-chapter","venue":"Geographies of tourism and global change","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"","keywords":"Rurality; Rural tourism; Tourism; Tourism geography; Premise; Economic geography; Geography; Regional science; Homogeneous; Mobilities; Rural area; Space (punctuation); Economic growth; Political science; Sociology; Social science; Economics; Computer science","authors":[{"name":"Rhonda Koster","is_ca":true},{"name":"Doris A. Carson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04216594614638793,"gpt":0.2925042262790108,"spread":0.2503382801326229,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008656188,0.00067783,0.0006059928,0.006032507,0.002706748,0.008318528,0.001904116,0.001246521,0.00852097],"category_scores_gemma":[0.01828263,0.0004107626,0.0003501592,0.00728708,0.004475118,0.005642286,0.002620535,0.002707958,0.001820854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002097051,"about_ca_system_score_gemma":0.002570749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01390377,"about_ca_topic_score_gemma":0.06421536,"domain_scores_codex":[0.9964821,0.00231263,0.0002246234,0.0001722335,0.0006494899,0.0001587897],"domain_scores_gemma":[0.9847877,0.01003616,0.0005174647,0.0005952092,0.003478701,0.0005847109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006858096,0.00004619605,0.01119243,0.0004920206,0.00002551139,0.0004222167,0.02064387,0.0007321472,0.002259592,0.6563392,0.05797833,0.2498],"study_design_scores_gemma":[0.00001656829,0.00005573785,0.02223539,0.002184111,0.00006115158,0.001935006,0.06206591,0.001886211,0.001285927,0.298618,0.6095782,0.0000776727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05603214,0.03060276,0.09696614,0.06882119,0.002664716,0.000443825,0.001185714,0.0005296982,0.7427538],"genre_scores_gemma":[0.5677336,0.02016841,0.2718387,0.008738606,0.002903616,0.000510239,0.001524562,0.0008270671,0.1257551],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01390377,"threshold_uncertainty_score":0.04577887,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2920874469","doi":"10.1007/978-3-030-11950-8_5","title":"Fringe Tourism Geographies Synthesis","year":2019,"lang":"en","type":"book-chapter","venue":"Geographies of tourism and global change","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"","keywords":"Tourism; Regional science; Scale (ratio); Rural tourism; Geography; Economic geography; Tourism geography; Cartography; Archaeology","authors":[{"name":"Rhonda Koster","is_ca":true},{"name":"Doris A. Carson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03514971955248825,"gpt":0.2815661584625516,"spread":0.2464164389100634,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007417303,0.0004435604,0.0003049021,0.008670689,0.001577981,0.004121826,0.0005710601,0.0006561737,0.09160085],"category_scores_gemma":[0.002660317,0.0001568381,0.0003825781,0.01027891,0.0007157759,0.002573471,0.00124032,0.0009530604,0.009476914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006334228,"about_ca_system_score_gemma":0.003816624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1080634,"about_ca_topic_score_gemma":0.1922654,"domain_scores_codex":[0.9996654,0.00006866163,0.00001401691,0.00004949456,0.000140096,0.00006228373],"domain_scores_gemma":[0.999245,0.0002345308,0.00004040607,0.00005589913,0.0003855021,0.0000387424],"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":[0.00003994707,0.00001246681,0.0004674498,0.001022471,0.00002139738,0.0000568446,0.001507163,0.0005888862,0.0001564442,0.1004296,0.7894773,0.10622],"study_design_scores_gemma":[0.000001116289,0.000002008514,0.001652689,0.0002942792,0.000004372441,0.00001035594,0.0007053069,0.00003478418,0.00004398872,0.001750338,0.9954973,0.000003471397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.006064619,0.07443396,0.001397563,0.02047397,0.007742388,0.00008393685,0.02109883,0.0002709845,0.8684338],"genre_scores_gemma":[0.08110476,0.09629071,0.002077788,0.005597399,0.005683593,0.0001614273,0.02163741,0.0005343485,0.7869126],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1080634,"threshold_uncertainty_score":0.3064353,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3203984518","doi":"10.1007/978-3-030-77466-0_15","title":"Gentrification, Social Activism and Contestations in Cape Town (South Africa)","year":2021,"lang":"en","type":"book-chapter","venue":"Geographies of tourism and global change","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Gentrification; Quarter (Canadian coin); State (computer science); Capital (architecture); Political science; Political economy; Cape; Face (sociological concept); Economy; Sociology; Geography; Economic growth; Social science; Law; Economics","authors":[{"name":"Sibonakaliso Shadrack. Nhlabathi","is_ca":false},{"name":"Brij Maharaj","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0439839302182777,"gpt":0.2643404460397008,"spread":0.2203565158214231,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005716978,0.000305593,0.0001809189,0.0009727733,0.0102173,0.005555736,0.0006691958,0.001199648,0.00943719],"category_scores_gemma":[0.001208481,0.0002646481,0.0001219167,0.002160137,0.005211232,0.002159778,0.002606846,0.001447545,0.0003074064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009889171,"about_ca_system_score_gemma":0.006394058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1512194,"about_ca_topic_score_gemma":0.4614974,"domain_scores_codex":[0.9995678,0.0001720768,0.000008933338,0.0000303791,0.00003560623,0.0001852029],"domain_scores_gemma":[0.9996657,0.0001639973,0.00004605389,0.00001128363,0.00001745228,0.00009559894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006819393,0.00005726611,0.002455161,0.0002644294,0.00000726495,0.002602458,0.422181,0.0002555508,0.001037472,0.4952956,0.01994141,0.05583417],"study_design_scores_gemma":[0.00002005949,0.00004978283,0.03030276,0.0007108841,0.00001182809,0.0007630587,0.2651317,0.0001880713,0.000407513,0.02302876,0.6793588,0.00002678855],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4023951,0.02519778,0.0003637422,0.01366748,0.0003833716,0.0001627238,0.0001220433,0.00001388636,0.5576938],"genre_scores_gemma":[0.8245499,0.005823825,0.000313724,0.000635302,0.000047492,0.00008740424,0.00002572218,0.0000165899,0.1685001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1512194,"threshold_uncertainty_score":0.3006784,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}