{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"ad69c7402e83","filters":{"venue":"RaumFragen: Stadt - Region - Landschaft"}},"results":[{"id":"W4381516412","doi":"10.1007/978-3-658-40414-7_13","title":"Street-Food and Multisensorial Construction of Cityscapes","year":2023,"lang":"de","type":"book-chapter","venue":"RaumFragen: Stadt - Region - Landschaft","topic":"Culinary Culture and Tourism","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Taste; Construct (python library); Dimension (graph theory); Heuristic; Consumption (sociology); Production (economics); Geography; Sociology; Computer science; Architectural engineering; Engineering; Psychology; Artificial intelligence; Social science; Mathematics; Economics; Microeconomics","authors":[{"name":"Nipesh Palat Narayanan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03937878130815019,"gpt":0.2252504208534109,"spread":0.1858716395452607,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002557023,0.0007788289,0.001104193,0.0001173571,0.0004529526,0.0001164111,0.0003607749,0.001116069,0.0006197121],"category_scores_gemma":[0.00007178569,0.0003977639,0.0004975852,0.0002217168,0.0005717811,0.0001879463,0.0003034283,0.0006530427,0.0001843878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003244505,"about_ca_system_score_gemma":0.00003251438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002790065,"about_ca_topic_score_gemma":0.0008587241,"domain_scores_codex":[0.996707,0.0001241807,0.0008939503,0.001060314,0.0006476364,0.000566966],"domain_scores_gemma":[0.9979701,0.0003299521,0.0008287617,0.0002740778,0.0002600905,0.0003369927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004601041,0.00120244,0.01879188,0.002527938,0.006870253,0.003234441,0.005909606,0.00009466587,0.02306275,0.467769,0.1354061,0.33053],"study_design_scores_gemma":[0.003803221,0.005615547,0.008497734,0.001410737,0.001236986,0.0003902715,0.002735039,0.0001736039,0.001507079,0.02168724,0.950069,0.002873578],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9269966,0.009991501,0.00007797813,0.006604216,0.01262561,0.003235448,0.00326698,0.0008355189,0.0363661],"genre_scores_gemma":[0.8423216,0.02699956,0.0004296182,0.0001786518,0.01645671,0.0000334999,0.001908224,0.00005805723,0.1116141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8146629,"threshold_uncertainty_score":0.9998474,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385468016","doi":"10.1007/978-3-658-41499-3_3","title":"Origins of the Concept of Foodscape from the 1990s to Today: Quo Vadis?","year":2023,"lang":"en","type":"book-chapter","venue":"RaumFragen: Stadt - Region - Landschaft","topic":"Urban Agriculture and Sustainability","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Vulnerability (computing); Political science; Sociology; Environmental ethics; Computer science","authors":[{"name":"Gisèle Yasmeen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02860362082546491,"gpt":0.2118196685784511,"spread":0.1832160477529862,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002827216,0.0004592754,0.0007216358,0.00002078176,0.0002505388,0.00004515178,0.001173621,0.0004562311,0.0004927487],"category_scores_gemma":[0.0001176325,0.0001265876,0.000636,0.0003225348,0.0002554173,0.00006402961,0.0004198238,0.0004693443,0.00005264191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001343499,"about_ca_system_score_gemma":0.00005960583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002120569,"about_ca_topic_score_gemma":0.003075157,"domain_scores_codex":[0.9975359,0.0001409453,0.0006441062,0.0006244222,0.0006574334,0.0003971567],"domain_scores_gemma":[0.9977884,0.0007471769,0.00053418,0.0004953188,0.0002792846,0.0001556515],"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":[0.0004293791,0.0002980658,0.00824822,0.0001485678,0.0009424045,0.00007912085,0.005323465,0.00005708008,0.004242552,0.3597627,0.5909463,0.02952212],"study_design_scores_gemma":[0.0001999614,0.0003055992,0.01724044,0.0001803102,0.000131567,0.000004587535,0.0007294961,0.000003577914,0.0006720432,0.007981833,0.9721679,0.0003826835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8125978,0.007884332,0.00005232895,0.05504333,0.003423213,0.007691948,0.007006956,0.0006158241,0.1056843],"genre_scores_gemma":[0.8170784,0.0002948435,0.00001549118,0.0007911657,0.00121038,0.0000355498,0.0003956301,0.00001244723,0.1801661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3812216,"threshold_uncertainty_score":0.5395253,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399970342","doi":"10.1007/978-3-658-43691-9_1","title":"Introduction","year":2024,"lang":"de","type":"book-chapter","venue":"RaumFragen: Stadt - Region - Landschaft","topic":"French Urban and Social Studies","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":"Brock University","funders":"","keywords":"Geography","authors":[{"name":"Michael Ripmeester","is_ca":true},{"name":"Matthew W. Rofe","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04118436312595027,"gpt":0.258440444723595,"spread":0.2172560815976447,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008560962,0.001104552,0.001344799,0.0004525504,0.001756137,0.0005414035,0.0007232614,0.001362555,0.005218422],"category_scores_gemma":[0.0001726714,0.001050409,0.0009643508,0.0004393421,0.001339888,0.0003197855,0.0003865296,0.001576317,0.01252297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009629845,"about_ca_system_score_gemma":0.0002936063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001614177,"about_ca_topic_score_gemma":0.001520894,"domain_scores_codex":[0.9944252,0.0001761065,0.0009982765,0.001687488,0.001527467,0.001185471],"domain_scores_gemma":[0.9975021,0.000210129,0.0005696712,0.0008315239,0.0003839299,0.0005025845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004384029,0.00004464643,0.00001830864,0.0001639514,0.0006425781,0.0002469408,0.009911112,0.000006071347,0.000004375047,0.543552,0.4415694,0.003796742],"study_design_scores_gemma":[0.0003813737,0.0002121866,0.00002317419,0.0003103789,0.000628121,0.0000146895,0.001608147,0.00004028263,0.000008003952,0.04507211,0.9505918,0.001109742],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001980515,0.09642456,0.0003326577,0.02660475,0.02306875,0.001235598,0.0001595173,0.0007746823,0.8512014],"genre_scores_gemma":[0.01697754,0.05902077,0.00005620042,0.0003906614,0.04191303,0.00004913154,0.0002369198,0.00019879,0.881157],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5090224,"threshold_uncertainty_score":0.9999339,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399969215","doi":"10.1007/978-3-658-43691-9_9","title":"Do We Need to Topple Watson?","year":2024,"lang":"de","type":"book-chapter","venue":"RaumFragen: Stadt - Region - Landschaft","topic":"Feminist Epistemology and Gender Studies","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":"Brock University","funders":"","keywords":"Watson; Computer science; Natural language processing","authors":[{"name":"Russell Johnston","is_ca":true},{"name":"Michael Ripmeester","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05984752851236304,"gpt":0.3182884564141724,"spread":0.2584409279018094,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001187657,0.00134399,0.001734401,0.0006453096,0.001739819,0.0004274972,0.001249451,0.001677939,0.002630258],"category_scores_gemma":[0.0001365068,0.001222578,0.0009108902,0.000505925,0.0009236293,0.0001808519,0.0009246854,0.001505142,0.01608123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003482426,"about_ca_system_score_gemma":0.0003698924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004469989,"about_ca_topic_score_gemma":0.0009616491,"domain_scores_codex":[0.9936028,0.0002542757,0.001177316,0.00211422,0.001265673,0.001585691],"domain_scores_gemma":[0.9965661,0.0005164669,0.0004594647,0.00132359,0.000303887,0.0008304849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000319096,0.0001068263,0.0002779118,0.0005626454,0.001544061,0.001913293,0.05682898,0.00001617236,0.00001119457,0.564519,0.3663891,0.007511703],"study_design_scores_gemma":[0.000519676,0.0004626554,0.00003419554,0.000860235,0.0005800211,0.00006207307,0.01019834,0.00001491529,0.00001904982,0.05122762,0.9346641,0.001357156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006201251,0.07317691,0.0004018343,0.09168855,0.01084398,0.002152462,0.0003831702,0.0006997061,0.8200333],"genre_scores_gemma":[0.1333861,0.02978658,0.000173896,0.001360109,0.004229622,0.0001190869,0.000109269,0.000209279,0.8306261],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.568275,"threshold_uncertainty_score":0.9999311,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399969222","doi":"10.1007/978-3-658-43691-9_2","title":"Defeating the Panopticon","year":2024,"lang":"en","type":"book-chapter","venue":"RaumFragen: Stadt - Region - Landschaft","topic":"Place Attachment and Urban Studies","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":"Kensington Health","funders":"","keywords":"Panopticon; Sociology; Political science; Law","authors":[{"name":"Domenic Trimboli","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05152084205998136,"gpt":0.3089204040148578,"spread":0.2573995619548764,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000735865,0.00048208,0.0005214278,0.0001602804,0.001287466,0.000337731,0.0005771286,0.0004507408,0.0005239649],"category_scores_gemma":[0.00008470142,0.0003359323,0.0003822208,0.0001155788,0.0004797166,0.000149862,0.0002675886,0.0007773354,0.001190838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000196492,"about_ca_system_score_gemma":0.0001861087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002291923,"about_ca_topic_score_gemma":0.0008955334,"domain_scores_codex":[0.9974931,0.0000837744,0.0004075448,0.0005868276,0.000819712,0.0006090676],"domain_scores_gemma":[0.9984913,0.0004524357,0.0002765956,0.0005089494,0.0001190956,0.0001515541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002837258,0.00001337867,0.0002593661,0.00008566082,0.0004268219,0.0002107783,0.01218286,0.000003844291,0.000004383908,0.5529967,0.4309388,0.002849081],"study_design_scores_gemma":[0.0001694221,0.00004667027,0.00001568376,0.0002958778,0.0002682167,0.00000773679,0.002407328,0.00001721555,0.000003388765,0.01581481,0.9805132,0.0004404849],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003223951,0.01475015,0.00005452045,0.007100527,0.001162159,0.00060778,0.00003247426,0.0003618181,0.9756082],"genre_scores_gemma":[0.02856954,0.005767929,0.00003035385,0.0004311235,0.002101072,0.00003617217,0.00004205759,0.00008752146,0.9629343],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5495744,"threshold_uncertainty_score":0.9999093,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399969225","doi":"10.1007/978-3-658-43691-9","title":"Global Iconoclasm: Contesting “Official” Mnemonic Landscapes","year":2024,"lang":"de","type":"book","venue":"RaumFragen: Stadt - Region - Landschaft","topic":"Art, Politics, and Modernism","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Brock University","keywords":"Iconoclasm; Mnemonic; Political science; Art; Linguistics; Art history; Philosophy","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05377220401893581,"gpt":0.2748339428553432,"spread":0.2210617388364074,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0005755901,0.002019162,0.002213113,0.0005384036,0.001670774,0.001880507,0.001122451,0.001256688,0.00214922],"category_scores_gemma":[0.0001738838,0.001877915,0.001324009,0.00003311481,0.0009062607,0.000448651,0.0006762584,0.00166097,0.006061299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009715039,"about_ca_system_score_gemma":0.001878827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001766351,"about_ca_topic_score_gemma":0.01596519,"domain_scores_codex":[0.9923266,0.0003107609,0.001918404,0.002063248,0.001092335,0.00228867],"domain_scores_gemma":[0.9956348,0.0005231909,0.0009774361,0.001507448,0.0005153923,0.0008417213],"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":[0.0002349413,0.0003289967,0.0002835795,0.001947487,0.001699008,0.002270612,0.02936464,0.0001437383,0.000002402342,0.2583555,0.7027233,0.002645861],"study_design_scores_gemma":[0.001555421,0.0006194696,0.00002816799,0.002065655,0.001506175,0.0002706374,0.001939762,0.002897374,0.00000704174,0.01988819,0.9671258,0.002096321],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003130818,0.05880258,0.001503648,0.002726083,0.01291757,0.00210974,0.006279902,0.001847779,0.9106819],"genre_scores_gemma":[0.164049,0.003609123,0.00006406305,0.001624602,0.02080516,0.00008804615,0.002900157,0.0004491089,0.8064108],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2644025,"threshold_uncertainty_score":0.9996289,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}