{"meta":{"query_hash":"2c033b833cc9","filters":{"venue":"ZFW – Advances in Economic Geography"},"cohort_total":15,"direct_labels_cover":0,"predictions_cover":15,"exported":15,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/2c033b833cc9","api":"https://metacan.xera.ac/api/v1/cohort?venue=ZFW+%E2%80%93+Advances+in+Economic+Geography"},"results":[{"id":"W4223936917","doi":"10.1515/zfw-2022-0012","title":"Editorial: ZFW – Advances in Economic Geography","year":2022,"lang":"en","type":"editorial","venue":"ZFW – Advances in Economic Geography","topic":"Regional Economics and Spatial Analysis","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Economic geography; Geography; Regional science","score_opus":0.0050486885783249304,"score_gpt":0.2200857972041046,"score_spread":0.21503710862577965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4223936917","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000017620312,0.0052773403,0.00010583608,0.03403838,0.958388,0.000015670754,0.00007993483,0.000045327884,0.00203189],"genre_scores_gemma":[0.00027824487,0.002641242,0.00007117231,0.011354907,0.97471786,0.000025390149,0.0000554676,0.000060106762,0.010795672],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9912977,0.0015173521,0.00087687804,0.00092757057,0.004770742,0.00060987094],"domain_scores_gemma":[0.97365713,0.009540356,0.0023259844,0.0009183501,0.009699286,0.0038588522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0087791085,0.004967866,0.0052333875,0.009109077,0.0041003632,0.012106213,0.0044446266,0.018918794,0.03672901],"category_scores_gemma":[0.038700256,0.0013254263,0.003436304,0.00392124,0.0032864488,0.006826744,0.003705756,0.016123187,0.026192063],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009775582,0.0000041533585,0.000008427327,0.0000617824,0.000007557868,0.000028617478,0.000004096074,0.000010578304,0.000012920651,0.00015320163,0.9979838,0.0017151724],"study_design_scores_gemma":[0.00007237839,0.000014071917,0.00027483495,0.0005063144,0.00004573611,0.00012400818,0.000034955006,0.00015218409,0.000050589784,0.0021482152,0.99655944,0.000017346347],"about_ca_topic_score_codex":0.0034044904,"about_ca_topic_score_gemma":0.010346743,"teacher_disagreement_score":0.03672901,"about_ca_system_score_codex":0.0046130563,"about_ca_system_score_gemma":0.0041932464,"threshold_uncertainty_score":0.12287074},"labels":[],"label_agreement":null},{"id":"W4224012840","doi":"10.1515/zfw-2021-0062","title":"The Tortoise and the Hare: Industry Clockspeed and Resilience of Production and Knowledge Networks in Montréal’s Aerospace Industry","year":2022,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"HEC Montréal; University of Calgary","funders":"","keywords":"Aerospace; Production (economics); Resilience (materials science); Industrial organization; Cluster (spacecraft); Psychological resilience; Business; Shipbuilding; Business cluster; Economic geography; Operations management; Computer science; Engineering; Economics; Microeconomics; Geography; Aerospace engineering","score_opus":0.006592924509087779,"score_gpt":0.20920927917352058,"score_spread":0.2026163546644328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4224012840","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9727585,0.00027056958,0.0020420577,0.0028890993,0.000008489918,0.000020149571,0.00031842632,0.000033986726,0.021658756],"genre_scores_gemma":[0.9991242,0.0000432007,0.00011537921,0.000022055587,0.0000018677614,0.0000021651394,0.000033342378,0.0000016925957,0.0006560635],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9996408,0.00010806971,0.000006320954,0.00006162061,0.000042156957,0.0001409379],"domain_scores_gemma":[0.99754876,0.0007640768,0.00069923245,0.00014463783,0.00032700656,0.00051626854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068703975,0.00015244108,0.00016085965,0.0013554281,0.0016965759,0.002662681,0.0006653528,0.00045778853,0.0065214923],"category_scores_gemma":[0.004462466,0.00012722779,0.00017402302,0.0017042989,0.0044775466,0.0014177691,0.0014927009,0.00049760373,0.00018645923],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047249507,0.00019382413,0.52936405,0.00013527983,0.00022402083,0.00262568,0.0177098,0.114727065,0.002973345,0.2774758,0.014131559,0.039966997],"study_design_scores_gemma":[0.00009047995,0.00015427309,0.7909585,0.00014732358,0.00012298046,0.00020535002,0.04661272,0.073862806,0.0015931734,0.054207787,0.03189648,0.00014817195],"about_ca_topic_score_codex":0.7298438,"about_ca_topic_score_gemma":0.6968831,"teacher_disagreement_score":0.2701562,"about_ca_system_score_codex":0.014895766,"about_ca_system_score_gemma":0.0036236215,"threshold_uncertainty_score":0.5434944},"labels":[],"label_agreement":null},{"id":"W4229019944","doi":"10.1515/zfw-2022-0008","title":"Architectures of the commons: collaborative spaces and innovation","year":2022,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"Commons; Collective action; Resource (disambiguation); Knowledge management; Global commons; Sociology; Corporate governance; Common-pool resource; Club; Political science; Computer science; Management; Ecology; Economics; Law; Politics","score_opus":0.006887238545450069,"score_gpt":0.21619186998944856,"score_spread":0.2093046314439985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229019944","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5178489,0.0020219618,0.1368221,0.0064272094,0.0001227082,0.00016851201,0.00011686921,0.00026452888,0.3362071],"genre_scores_gemma":[0.9943615,0.00015237997,0.0034485697,0.00003483174,0.000014640668,0.000039407252,0.000015684827,0.000013897987,0.001919],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99518365,0.0030482817,0.0001399894,0.00047085414,0.00062920206,0.00052800466],"domain_scores_gemma":[0.9904738,0.005648225,0.00094937184,0.0017459656,0.0004510937,0.00073157164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034416867,0.00030502537,0.00036084297,0.0032711036,0.004136737,0.0101783825,0.0010976817,0.0015155402,0.006228859],"category_scores_gemma":[0.008239273,0.00028901978,0.0004512777,0.0022985733,0.030687237,0.012166616,0.009240213,0.0010441148,0.00039266152],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020482197,0.000016299833,0.0016142293,0.0000464324,0.000007995938,0.00015373828,0.011964367,0.002050137,0.0002906587,0.97664815,0.0003094946,0.0068780775],"study_design_scores_gemma":[0.000025390731,0.00004566676,0.003776613,0.00013648822,0.000015702592,0.0002703805,0.026461195,0.008656497,0.00055656326,0.9113347,0.04869222,0.000028606459],"about_ca_topic_score_codex":0.0031832114,"about_ca_topic_score_gemma":0.0024952332,"teacher_disagreement_score":0.0101783825,"about_ca_system_score_codex":0.0039543496,"about_ca_system_score_gemma":0.0026706592,"threshold_uncertainty_score":0.028690934},"labels":[],"label_agreement":null},{"id":"W4309734220","doi":"10.1515/zfw-2022-0028","title":"Innovation, scaling-up, and local development in peripheral regions: do establishments scale-up locally?","year":2022,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"Regional Economics and Spatial Analysis","field":"Economics, Econometrics and Finance","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"HEC Montréal; McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Economic geography; Scale (ratio); Business; Perspective (graphical); Local Development; Process (computing); Industrial organization; Set (abstract data type); Regional science; Marketing; Geography; Computer science; Cartography","score_opus":0.011053319089384665,"score_gpt":0.21566583426796307,"score_spread":0.2046125151785784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309734220","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9926965,0.00049053744,0.0014178655,0.00051932206,0.0000058033015,0.000015051356,0.00014330137,0.000012668651,0.004699023],"genre_scores_gemma":[0.9995442,0.000068045156,0.00013831553,0.0000184872,0.0000047913586,0.0000043163027,0.00003366033,0.0000016410077,0.00018657847],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979753,0.0006250093,0.00011085836,0.00063823245,0.00024305357,0.0004075415],"domain_scores_gemma":[0.9638,0.017081594,0.011760576,0.0025502364,0.0019463231,0.0028612493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036455314,0.000118477794,0.00067616533,0.001491217,0.0006544973,0.0022320705,0.0007605387,0.00057550287,0.006028106],"category_scores_gemma":[0.020083265,0.00016759711,0.00046527915,0.0023478745,0.0031578736,0.0024550415,0.0024431383,0.00089628575,0.00043810616],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017220243,0.00018385828,0.95931244,0.0001639093,0.00016978652,0.00036544676,0.004679441,0.0031755518,0.000676934,0.010588873,0.00065026054,0.019861253],"study_design_scores_gemma":[0.0000296781,0.00016476477,0.9712108,0.000132658,0.00012754639,0.0002053854,0.009512624,0.004773211,0.00048147948,0.009983868,0.0033487536,0.000029212635],"about_ca_topic_score_codex":0.009013002,"about_ca_topic_score_gemma":0.009667975,"teacher_disagreement_score":0.009013002,"about_ca_system_score_codex":0.0009689351,"about_ca_system_score_gemma":0.0005894099,"threshold_uncertainty_score":0.02016604},"labels":[],"label_agreement":null},{"id":"W4310341900","doi":"10.1515/zfw-2022-0036","title":"National identities and cross-strait relations: challenges to Taiwan’s economic development","year":2022,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"Asian Industrial and Economic Development","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Prosperity; China; Dilemma; International relations; Political science; National security; State (computer science); Politics; World economy; National identity; Economy; Development economics; Economic system; Political economy; Economics; Economic growth","score_opus":0.023206284148472894,"score_gpt":0.29444761907412487,"score_spread":0.27124133492565194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310341900","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.807357,0.0034895635,0.00070278865,0.045415398,0.0000792356,0.000018743693,0.00005361912,0.000006680848,0.14287698],"genre_scores_gemma":[0.99683255,0.00063651445,0.000078855024,0.00026374502,0.000011541879,0.0000062710355,0.0000090591175,8.375426e-7,0.0021605536],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99922264,0.000378006,0.000023027571,0.00005641317,0.00007129158,0.00024858062],"domain_scores_gemma":[0.9991221,0.00022330416,0.00019629844,0.00005011392,0.00012510207,0.00028310574],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013793218,0.00009567777,0.00014587244,0.00079652085,0.0039249817,0.0059961677,0.00033547418,0.00077098934,0.0037760052],"category_scores_gemma":[0.001281036,0.00007469621,0.00010015737,0.0013040464,0.0054710414,0.002892498,0.0040433276,0.0011060628,0.00019970855],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002916101,0.00006118747,0.05023833,0.00008819596,0.000016709197,0.0016164596,0.070995495,0.0004205654,0.0004817887,0.8228275,0.005635129,0.04758941],"study_design_scores_gemma":[0.000016357966,0.000108298336,0.12567016,0.0005917058,0.000022093018,0.00062439364,0.41640523,0.0018660497,0.00064164924,0.25583646,0.19816557,0.00005198754],"about_ca_topic_score_codex":0.015162966,"about_ca_topic_score_gemma":0.023199426,"teacher_disagreement_score":0.015162966,"about_ca_system_score_codex":0.003578277,"about_ca_system_score_gemma":0.0047411346,"threshold_uncertainty_score":0.03014946},"labels":[],"label_agreement":null},{"id":"W4321497251","doi":"10.1515/zfw-2022-0017","title":"<b>Amazon’s distribution space: constructing a ‘labour fix’ through digital Taylorism and corporate Keynesianism</b>","year":2023,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Concordia University","funders":"","keywords":"Amazon rainforest; Distribution (mathematics); Reputation; Business; Economics; Economy; Sociology","score_opus":0.010161549319102176,"score_gpt":0.24592404337452195,"score_spread":0.23576249405541977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321497251","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37971097,0.0028632572,0.028380757,0.08263985,0.00023311906,0.00012573865,0.0002723731,0.00017930045,0.5055946],"genre_scores_gemma":[0.9856129,0.0002819954,0.002320214,0.00059357577,0.0000245506,0.000017853532,0.00002207891,0.000035512152,0.011091369],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9984586,0.0007015616,0.000028596112,0.00019184913,0.00026240502,0.00035692018],"domain_scores_gemma":[0.99771464,0.0008737963,0.00029402305,0.00032881196,0.00043933527,0.00034935723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002209319,0.00019440806,0.000207151,0.00078747416,0.0076291305,0.009955995,0.0009808074,0.0015270349,0.010455841],"category_scores_gemma":[0.0037840768,0.0001812044,0.00018645781,0.0012643768,0.020031977,0.0052742944,0.0037545413,0.0015578921,0.0006687836],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004093758,0.000030856016,0.004738503,0.00008571548,0.0000083467385,0.0006251976,0.07112026,0.00061732985,0.001062343,0.8837553,0.013652994,0.024262303],"study_design_scores_gemma":[0.000023529947,0.00003450366,0.011524691,0.00032690243,0.000018583674,0.0003380202,0.112538144,0.003137744,0.0014343803,0.2015873,0.66898274,0.00005350641],"about_ca_topic_score_codex":0.2531136,"about_ca_topic_score_gemma":0.3429072,"teacher_disagreement_score":0.2531136,"about_ca_system_score_codex":0.025832083,"about_ca_system_score_gemma":0.012359478,"threshold_uncertainty_score":0.50328064},"labels":[],"label_agreement":null},{"id":"W4366975152","doi":"10.1515/zfw-2023-0001","title":"<b>How outward FDIs affect income: experiences from Chinese city-regions</b>","year":2023,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"International Business and FDI","field":"Business, Management and Accounting","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"China; Destinations; Foreign direct investment; Absorptive capacity; Business; Resource (disambiguation); Affect (linguistics); Investment (military); Economic geography; International economics; Demographic economics; Economics; Geography; Industrial organization","score_opus":0.008343444229653408,"score_gpt":0.23811808525427336,"score_spread":0.22977464102461995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366975152","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99912316,0.00003052208,0.000007857706,0.000098513876,0.0000013135038,0.000001309354,0.000043541266,3.2918712e-7,0.00069343095],"genre_scores_gemma":[0.9993395,0.000068458954,0.000010633545,0.000024479472,0.000001459881,0.0000019220545,0.00005155616,5.640756e-7,0.0005014709],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9997081,0.00008577106,0.0000123518985,0.000027326036,0.000036993886,0.00012941871],"domain_scores_gemma":[0.9991966,0.0001576328,0.00025791535,0.00004859321,0.000122892,0.00021638782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065115554,0.00018635952,0.00018226457,0.00048673677,0.0014310374,0.0012860144,0.00026049896,0.00025469225,0.0020477439],"category_scores_gemma":[0.0010321101,0.00011370461,0.00022791744,0.000984754,0.0011918264,0.0008285784,0.0011998684,0.0005454432,0.00018574076],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007923889,0.000075984,0.8597931,0.00004304772,0.000038565355,0.0006366502,0.12938848,0.00020589847,0.0007036938,0.0006077893,0.0010751302,0.007352365],"study_design_scores_gemma":[0.0000026294938,0.000052144456,0.79027,0.00002593295,0.000016008795,0.00010465231,0.20642267,0.00016335481,0.00021160842,0.00009503237,0.0026177494,0.000018262577],"about_ca_topic_score_codex":0.13631286,"about_ca_topic_score_gemma":0.22200447,"teacher_disagreement_score":0.13631286,"about_ca_system_score_codex":0.0012973548,"about_ca_system_score_gemma":0.0009672186,"threshold_uncertainty_score":0.27103883},"labels":[],"label_agreement":null},{"id":"W4402062402","doi":"10.1515/zfw-2024-0066","title":"Institutional work and institutional entrepreneurship in the Ontario craft beer industry","year":2024,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"Wine Industry and Tourism","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Craft; Entrepreneurship; Work (physics); Management; Business; Engineering; Art; Visual arts; Mechanical engineering; Economics","score_opus":0.011173861399627552,"score_gpt":0.21619045198639678,"score_spread":0.20501659058676922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402062402","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93497,0.00023766972,0.0005575136,0.0014476015,0.000010616315,0.00003123861,0.00004238067,0.00001502444,0.062688045],"genre_scores_gemma":[0.9963491,0.00008670922,0.00009233008,0.000018614877,0.0000014292946,0.0000036238432,0.000008533995,0.000003098269,0.0034366632],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9982602,0.0004204016,0.000036650807,0.00017517219,0.0003848468,0.00072274625],"domain_scores_gemma":[0.9969704,0.00065217906,0.00052309636,0.0002881112,0.00041583474,0.0011503078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013765437,0.0001193154,0.00018857491,0.0017278534,0.009535551,0.0061910152,0.0010006574,0.000484443,0.0052519664],"category_scores_gemma":[0.0032492203,0.00023464714,0.00012375646,0.0020043298,0.016508764,0.001200317,0.004367988,0.0006423986,0.00020253535],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020918366,0.00023092862,0.27977726,0.00019488155,0.0000521057,0.0035231677,0.46058223,0.002290565,0.002300266,0.15544601,0.006349757,0.08904369],"study_design_scores_gemma":[0.000020859034,0.00007285908,0.29110932,0.0002170363,0.000021450376,0.0002910139,0.5609427,0.0014426545,0.00072752463,0.0094274655,0.13567546,0.000051700263],"about_ca_topic_score_codex":0.7676766,"about_ca_topic_score_gemma":0.92878264,"teacher_disagreement_score":0.23232341,"about_ca_system_score_codex":0.03996455,"about_ca_system_score_gemma":0.031418003,"threshold_uncertainty_score":0.4673832},"labels":[],"label_agreement":null},{"id":"W4408049284","doi":"10.1515/zfw-2024-0062","title":"How aerospace clusters respond to the challenge of sustainability: a comparison of the Toulouse and Montreal clusters","year":2025,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Aerospace; Sustainability; Cluster (spacecraft); Regional science; Geography; Engineering; Computer science; Aerospace engineering; Biology; Ecology","score_opus":0.004931557054090966,"score_gpt":0.2383372255793781,"score_spread":0.23340566852528713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408049284","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94536173,0.0005647906,0.000766107,0.0023261616,0.000031003106,0.0000759011,0.00027007054,0.00002532766,0.05057893],"genre_scores_gemma":[0.99715555,0.00010972098,0.00013034785,0.000064011714,0.000003203905,0.0000095995365,0.00006814382,0.0000057806737,0.0024536503],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987864,0.00041694354,0.000014793141,0.00011188244,0.00018488933,0.00048510003],"domain_scores_gemma":[0.9986657,0.00038939697,0.0001751349,0.00008135974,0.00031040044,0.00037813018],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011769044,0.00019894207,0.0002263914,0.0015181596,0.00472168,0.0044741044,0.00081058196,0.00059360603,0.0058245524],"category_scores_gemma":[0.003516491,0.00013356615,0.00026491514,0.0028355562,0.0037650256,0.0013400485,0.0029792688,0.0004010918,0.00019472641],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00086095056,0.00019673676,0.35030222,0.0004603241,0.0002464002,0.005653259,0.27384007,0.015152229,0.0068606213,0.23146357,0.01999758,0.09496604],"study_design_scores_gemma":[0.00004419321,0.00009157857,0.56074166,0.00014591293,0.000061744955,0.0002772693,0.31259575,0.0030311262,0.0008751462,0.005110145,0.11691717,0.00010822139],"about_ca_topic_score_codex":0.82864213,"about_ca_topic_score_gemma":0.8875655,"teacher_disagreement_score":0.17135787,"about_ca_system_score_codex":0.024637265,"about_ca_system_score_gemma":0.011966943,"threshold_uncertainty_score":0.344734},"labels":[],"label_agreement":null},{"id":"W4409872264","doi":"10.1515/zfw-2024-0073","title":"Communities in the internationalization process","year":2025,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"International Business and FDI","field":"Business, Management and Accounting","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Internationalization; Process (computing); Business; Process management; Political science; Computer science; International trade","score_opus":0.0069634750156145715,"score_gpt":0.24888122391994505,"score_spread":0.2419177489043305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409872264","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45766866,0.0030715377,0.028058063,0.016066672,0.00025675003,0.0002021433,0.000059046935,0.00008901862,0.49452817],"genre_scores_gemma":[0.9900474,0.00033683455,0.0019016747,0.00023424327,0.000032978496,0.00003369179,0.0000139346,0.000015722353,0.0073836315],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944365,0.0035485746,0.000104329396,0.0005311336,0.0005713781,0.0008081129],"domain_scores_gemma":[0.991536,0.00370228,0.0012474057,0.0006979457,0.0010778232,0.0017385574],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0068963584,0.00032043815,0.00031333015,0.002638258,0.009098677,0.008271172,0.0012181178,0.0020641673,0.010765046],"category_scores_gemma":[0.010729857,0.00023966514,0.00035168108,0.0020316695,0.017152857,0.009343894,0.014071597,0.0020842012,0.00048271444],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033528053,0.000063355554,0.004255465,0.00007743114,0.000009738097,0.000458249,0.0960961,0.0005959601,0.00038234278,0.8649198,0.0020058297,0.031102281],"study_design_scores_gemma":[0.000050337618,0.000109410976,0.007673656,0.00041287925,0.000020716263,0.00055981596,0.16691302,0.002776414,0.00062544725,0.60733014,0.21348251,0.00004572779],"about_ca_topic_score_codex":0.0038342807,"about_ca_topic_score_gemma":0.0033240106,"teacher_disagreement_score":0.010765046,"about_ca_system_score_codex":0.004253177,"about_ca_system_score_gemma":0.003946848,"threshold_uncertainty_score":0.036471903},"labels":[],"label_agreement":null},{"id":"W4410078007","doi":"10.1515/zfw-2025-0057","title":"The complementarity and connectivity of locations: digitalization, sustainability, and disruptions","year":2025,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"International Business and FDI","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Complementarity (molecular biology); Sustainability; Geography; Economic geography; Ecology; Biology","score_opus":0.004690046202565959,"score_gpt":0.25287241938185406,"score_spread":0.2481823731792881,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410078007","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65284854,0.0057035387,0.048376594,0.014675186,0.00012925868,0.00006754098,0.0005084597,0.00009727857,0.27759358],"genre_scores_gemma":[0.99678963,0.00070209417,0.0012583949,0.00007310061,0.000019623232,0.000013467428,0.00003467608,0.000008184644,0.0011008427],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99825567,0.0008541313,0.0000699046,0.000254224,0.00032037531,0.00024575225],"domain_scores_gemma":[0.9950041,0.0022211238,0.0011391763,0.0006916319,0.0005369945,0.00040703733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012718774,0.00022497532,0.00046702992,0.0035927165,0.002632783,0.009315842,0.000658721,0.0010303825,0.007342851],"category_scores_gemma":[0.006988415,0.00023894757,0.0002837278,0.005588814,0.01644766,0.009863646,0.010734636,0.0010118629,0.0003420574],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006863952,0.000030553183,0.033467893,0.00021908559,0.00004615149,0.0005182559,0.0174499,0.004239257,0.00062789756,0.8948297,0.0016422052,0.04686046],"study_design_scores_gemma":[0.000016126165,0.00009630572,0.060832057,0.0007567176,0.00008264643,0.0013623112,0.12199275,0.004776727,0.00081954926,0.66219324,0.14699028,0.00008131252],"about_ca_topic_score_codex":0.0069250227,"about_ca_topic_score_gemma":0.0076001347,"teacher_disagreement_score":0.009315842,"about_ca_system_score_codex":0.0030317928,"about_ca_system_score_gemma":0.0014705299,"threshold_uncertainty_score":0.024564266},"labels":[],"label_agreement":null},{"id":"W4413160141","doi":"10.1515/zfw-2025-0044","title":"Connecting market and innovation dynamics: trade fairs as temporary markets and clusters","year":2025,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; University of Toronto","funders":"","keywords":"Marketing buzz; Production (economics); Industrial organization; Context (archaeology); Dynamics (music); Business; Database transaction; Product (mathematics); Convergence (economics); Work (physics); Marketing; Economics; Microeconomics; Computer science; Advertising; Engineering","score_opus":0.005983218694586781,"score_gpt":0.26930072394297444,"score_spread":0.26331750524838765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413160141","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66522413,0.001718673,0.048867412,0.021477545,0.00031609667,0.000117179225,0.00019175424,0.00021139141,0.26187584],"genre_scores_gemma":[0.9966911,0.00012994056,0.0011251571,0.00010267789,0.000028929666,0.000017413866,0.00001119528,0.000011942254,0.001881668],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99702424,0.0015146846,0.00007267193,0.00044267025,0.00037730206,0.00056852587],"domain_scores_gemma":[0.98800266,0.006385107,0.0017093862,0.0014292145,0.0006205913,0.0018531576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0062426375,0.0002543906,0.00044954036,0.0036943674,0.0049311835,0.013672318,0.0011124987,0.0024139085,0.016975695],"category_scores_gemma":[0.011793632,0.00032744068,0.00065402064,0.0025392626,0.027126016,0.019308515,0.010521994,0.0020066365,0.00048617244],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007283174,0.000045423763,0.0058706477,0.000050980507,0.000014978425,0.0002795568,0.016262006,0.0015097919,0.000365446,0.9642036,0.0012258255,0.010098923],"study_design_scores_gemma":[0.00003726222,0.00006118138,0.009878739,0.00009896559,0.000020944293,0.00018740007,0.028033622,0.004798245,0.00028408834,0.9296862,0.026868949,0.000044355904],"about_ca_topic_score_codex":0.00289785,"about_ca_topic_score_gemma":0.0026849334,"teacher_disagreement_score":0.016975695,"about_ca_system_score_codex":0.0059212768,"about_ca_system_score_gemma":0.0025525533,"threshold_uncertainty_score":0.0567894},"labels":[],"label_agreement":null},{"id":"W4414409275","doi":"10.1515/zfw-2025-0071","title":"Editorial to the Meric Gertler special issue","year":2025,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"","score_opus":0.004203444397230709,"score_gpt":0.22246828821942893,"score_spread":0.2182648438221982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414409275","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000064579006,0.0025312619,0.00007732803,0.06902736,0.9266782,0.000026996171,0.00005870684,0.00004640596,0.0014892005],"genre_scores_gemma":[0.00056886056,0.0014009887,0.00006526635,0.04510536,0.9418734,0.000035720437,0.000035703408,0.000045090317,0.010869622],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99408275,0.0009031152,0.0006370346,0.0010257531,0.0026637313,0.0006875261],"domain_scores_gemma":[0.9812819,0.006754549,0.0019234258,0.0008440031,0.006164218,0.0030318548],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006909591,0.0041520265,0.004098944,0.0038190754,0.0035303477,0.009048348,0.0037337153,0.027316326,0.021820907],"category_scores_gemma":[0.031739675,0.0013746219,0.0036214122,0.0012901629,0.0022683558,0.003958298,0.0029067018,0.02125263,0.014472608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043941633,0.000014039366,0.000037942926,0.000059580787,0.000014562185,0.000102970924,0.000010512432,0.000016189675,0.00006666575,0.00015190768,0.99737585,0.002105881],"study_design_scores_gemma":[0.00009220304,0.000044431334,0.0007388684,0.00034399537,0.000061467814,0.00018740323,0.000064967295,0.00018433268,0.0001457684,0.00093658245,0.99717146,0.000028402877],"about_ca_topic_score_codex":0.0024765262,"about_ca_topic_score_gemma":0.005237659,"teacher_disagreement_score":0.027316326,"about_ca_system_score_codex":0.0038523322,"about_ca_system_score_gemma":0.003169594,"threshold_uncertainty_score":0.072998166},"labels":[],"label_agreement":null},{"id":"W4415487714","doi":"10.1515/zfw-2025-0051","title":"“Being there” and the continued importance of the local in finance","year":2025,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Toronto; University of Oxford","keywords":"Tacit knowledge; Equity (law); Matching (statistics); Value (mathematics); Equity capital markets; Financial services","score_opus":0.004873337401829893,"score_gpt":0.24127186612094595,"score_spread":0.23639852871911607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415487714","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9181686,0.0018422436,0.0048342403,0.01034436,0.00003185664,0.000010638042,0.00012057211,0.000012872498,0.06463462],"genre_scores_gemma":[0.9990108,0.00021356293,0.00019382936,0.000110002,0.000007918596,0.0000018307502,0.000010471622,0.0000024618573,0.00044926527],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.997239,0.0016460931,0.00008101434,0.00032805273,0.000337676,0.00036824544],"domain_scores_gemma":[0.98904884,0.007055828,0.0017016501,0.0006799515,0.0006105964,0.00090304384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003516242,0.000113023794,0.00029851432,0.0017892442,0.0027055612,0.0057350546,0.00048707137,0.0008077556,0.0051619685],"category_scores_gemma":[0.01024424,0.0001638225,0.000110926056,0.0023748386,0.01434021,0.004577974,0.0039718775,0.0009267048,0.00025907968],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011305535,0.00006858096,0.16270329,0.00039384665,0.00006716142,0.0015005352,0.5506843,0.0014286154,0.0012312222,0.20749788,0.0037335355,0.07057795],"study_design_scores_gemma":[0.00001898335,0.000101969774,0.16957158,0.0006951106,0.0000550305,0.0008970393,0.597965,0.001089908,0.0009234311,0.10809637,0.120512374,0.00007319009],"about_ca_topic_score_codex":0.016199648,"about_ca_topic_score_gemma":0.027196197,"teacher_disagreement_score":0.016199648,"about_ca_system_score_codex":0.0027183418,"about_ca_system_score_gemma":0.0016928706,"threshold_uncertainty_score":0.032210708},"labels":[],"label_agreement":null},{"id":"W4416145957","doi":"10.1515/zfw-2025-0063","title":"The city as campus: regional organization of research universities","year":2025,"lang":"en","type":"article","venue":"ZFW – Advances in Economic Geography","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Metropolitan area; Competition (biology); Economies of agglomeration; Scale (ratio); Economies of scale; Regional innovation system; Shift-share analysis","score_opus":0.014177548799718493,"score_gpt":0.25935426606025036,"score_spread":0.24517671726053186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416145957","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.925344,0.00052948203,0.006275752,0.0011865322,0.000022580794,0.00003686032,0.00026415376,0.00005776897,0.06628288],"genre_scores_gemma":[0.9976694,0.000096095544,0.0006784361,0.000022379765,0.000006815419,0.0000052726737,0.000057226393,0.00000797985,0.0014563666],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99901235,0.000418336,0.000036375917,0.00018220113,0.000130646,0.00022013478],"domain_scores_gemma":[0.99594134,0.0010211021,0.0010879717,0.000362268,0.0007536433,0.0008335518],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010718293,0.0000658823,0.000238048,0.001910556,0.0013676897,0.004824769,0.00040828786,0.00044209138,0.0068082283],"category_scores_gemma":[0.0047756755,0.00012600643,0.00023902596,0.0034337868,0.0021780562,0.0018633938,0.0028682807,0.0003319862,0.0006597048],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003371726,0.00016115139,0.45946726,0.00018628752,0.00013950068,0.00036627185,0.011919274,0.016365599,0.0030728136,0.41956168,0.009155194,0.07926781],"study_design_scores_gemma":[0.000060450253,0.00017374931,0.79885113,0.00013601607,0.0001357447,0.00046493293,0.030924797,0.026199779,0.001622155,0.07711142,0.064222656,0.00009717265],"about_ca_topic_score_codex":0.011926772,"about_ca_topic_score_gemma":0.016245645,"teacher_disagreement_score":0.9986323,"about_ca_system_score_codex":0.0021851782,"about_ca_system_score_gemma":0.0016265429,"threshold_uncertainty_score":0.023714721},"labels":[],"label_agreement":null}]}