{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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":"2ea40a6ed61c","filters":{"venue":"FILLM studies in languages and literatures"}},"results":[{"id":"W4402886885","doi":"10.1075/fillm.19.02shl","title":"An escape artist","year":2024,"lang":"en","type":"book-chapter","venue":"FILLM studies in languages and literatures","topic":"Geographies of human-animal interactions","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":"University of Victoria","funders":"","keywords":"Art","authors":[{"name":"Lincoln Z. Shlensky","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02667180105233645,"gpt":0.3931413786991492,"spread":0.3664695776468127,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002022178,0.0002808026,0.0003592452,0.0003433851,0.0003904013,0.0003729885,0.0001995519,0.0002592871,0.0007226909],"category_scores_gemma":[0.00007856566,0.0002383742,0.0001171715,0.00007776085,0.0007686863,0.0001874404,0.0001228807,0.0005793303,0.0000446179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000498172,"about_ca_system_score_gemma":0.00001707351,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003660422,"about_ca_topic_score_gemma":0.02673462,"domain_scores_codex":[0.9987604,0.00003537409,0.000247005,0.0004401415,0.0002383017,0.0002787874],"domain_scores_gemma":[0.9993548,0.0001610907,0.00007638424,0.0002240939,0.0001008419,0.00008279987],"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":[0.00001504231,0.00001888037,0.00005143804,0.0001483886,0.0002260526,0.0003465428,0.09619537,8.770655e-7,0.000008815538,0.8506734,0.05106445,0.001250729],"study_design_scores_gemma":[0.00006301759,0.00009486633,0.0002208521,0.0007551154,0.00006793901,0.000007586006,0.03879867,0.000001219731,0.000001075371,0.03191093,0.9277484,0.0003303021],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001731138,0.1915586,2.754437e-8,0.0007281447,0.000962524,0.0001940198,0.0001740775,0.0001243208,0.8045272],"genre_scores_gemma":[0.2074761,0.01433408,0.0001214373,0.0003384856,0.001426449,0.0000288565,0.00006444076,0.00004424364,0.7761659],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.876684,"threshold_uncertainty_score":0.9910249,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402886058","doi":"10.1075/fillm.19.07ars","title":"Planetary crisis and the sympoietics of the pest","year":2024,"lang":"en","type":"book-chapter","venue":"FILLM studies in languages and literatures","topic":"Climate Change, Adaptation, Migration","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":"Concordia University","funders":"","keywords":"PEST analysis; Environmental science; Business","authors":[{"name":"Jesse Arseneault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04874280622561944,"gpt":0.3329035104678423,"spread":0.2841607042422228,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003312335,0.0001489551,0.0002549078,0.00005924349,0.0002300379,0.00008736474,0.0001162372,0.0001415282,0.00003552739],"category_scores_gemma":[0.0001189125,0.00007721196,0.00005750234,0.00005418288,0.000879529,0.00003822393,0.0001252128,0.0002310495,9.502767e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002479868,"about_ca_system_score_gemma":0.0000163875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005970313,"about_ca_topic_score_gemma":0.01133344,"domain_scores_codex":[0.9992474,0.00005798749,0.0001949644,0.0001796505,0.0002120579,0.0001079922],"domain_scores_gemma":[0.9992291,0.0004460124,0.0001049632,0.0001404639,0.0000631105,0.0000164033],"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":[0.00002230202,0.000003585095,0.0001626434,0.0003315702,0.0001407254,0.0000115277,0.4417682,0.000001974308,0.00000134979,0.535977,0.02089863,0.0006804676],"study_design_scores_gemma":[0.0004813187,0.00004478513,0.001698177,0.001860325,0.0003604488,0.000009958231,0.1915371,0.00001896937,0.000003937188,0.08269625,0.7209316,0.0003571094],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.008264993,0.6752267,2.091053e-7,0.009019937,0.001048388,0.0006717736,0.000608862,0.00003507053,0.3051241],"genre_scores_gemma":[0.332627,0.209244,0.00008735773,0.001481092,0.0016545,0.00004412344,0.0001448519,0.00005316995,0.4546639],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.700033,"threshold_uncertainty_score":0.6324323,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402886577","doi":"10.1075/fillm.19.intro","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"FILLM studies in languages and literatures","topic":"Anthropological Studies and Insights","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":"St. Jerome's University; Lakehead University","funders":"","keywords":"Philosophy","authors":[{"name":"Anna Guttman","is_ca":true},{"name":"Veronica Austen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02668821615498263,"gpt":0.3707680168227938,"spread":0.3440798006678111,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001766519,0.0002225095,0.0003737596,0.00008744169,0.0003970551,0.00009521488,0.00008470705,0.000270859,0.001277175],"category_scores_gemma":[0.0001198509,0.0001496993,0.00007729481,0.00005319388,0.001125997,0.00005817062,0.0001621214,0.0003975614,0.00003661599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007984539,"about_ca_system_score_gemma":0.00001018619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001785712,"about_ca_topic_score_gemma":0.001139659,"domain_scores_codex":[0.9989804,0.00002412278,0.0001945541,0.0003911951,0.0001832985,0.0002264334],"domain_scores_gemma":[0.9996179,0.0001115759,0.00005437499,0.0001073516,0.00006713013,0.00004167089],"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":[0.00000627163,0.000004236062,0.000004389219,0.00009455412,0.0001021362,0.0001009501,0.02494355,1.247554e-7,4.346335e-7,0.8221632,0.1457948,0.006785411],"study_design_scores_gemma":[0.00004294566,0.00004151255,0.00001899694,0.000293397,0.00003030723,0.0000023562,0.01465474,2.50714e-7,5.691248e-7,0.0387634,0.9459661,0.00018538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006901856,0.3257054,1.955185e-7,0.004936832,0.001166673,0.0001210289,0.00002872976,0.00005325544,0.6679189],"genre_scores_gemma":[0.005748027,0.1186453,0.00004358989,0.0002917932,0.00544435,0.00001154514,0.00001812957,0.00001727006,0.8697801],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8001714,"threshold_uncertainty_score":0.9996358,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402886870","doi":"10.1075/fillm.19.01bal","title":"Risk and responsibility in Kamila Shamsie’s <i>Burnt Shadows</i>","year":2024,"lang":"en","type":"book-chapter","venue":"FILLM studies in languages and literatures","topic":"Contemporary Literature and Criticism","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Forensic engineering; Engineering; Psychology; History","authors":[{"name":"John Clement Ball","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02277914483621954,"gpt":0.292777767144549,"spread":0.2699986223083294,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004088857,0.0005370213,0.0007791443,0.0004007728,0.0001666823,0.0004719697,0.0001226086,0.0002694143,0.0002610566],"category_scores_gemma":[0.00009838524,0.0004024027,0.0001208829,0.00003373902,0.0006308516,0.0001917795,0.0002943029,0.00112414,0.000008309502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000453666,"about_ca_system_score_gemma":0.00002436279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001177419,"about_ca_topic_score_gemma":0.003443461,"domain_scores_codex":[0.9981533,0.00006411073,0.0005455099,0.0007498285,0.00018393,0.0003033755],"domain_scores_gemma":[0.9990211,0.0003939376,0.00009944855,0.0003361664,0.0000839106,0.00006547297],"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":[0.0001164988,0.00002029442,0.00009777121,0.0008015268,0.0001450648,0.001015526,0.1563582,1.109097e-7,0.000001636155,0.8209144,0.01736518,0.003163802],"study_design_scores_gemma":[0.0003224812,0.0001170209,0.0002142431,0.002474209,0.00006780343,0.00002050121,0.006669521,0.000003286028,9.69441e-7,0.08853754,0.9011001,0.0004723287],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004737468,0.4592149,4.408708e-8,0.0003632984,0.0005719347,0.0002862918,0.001120122,0.00005246832,0.5336534],"genre_scores_gemma":[0.250101,0.01102886,0.0000255152,0.0009783694,0.001175795,0.00004551935,0.0001364303,0.00006676996,0.7364417],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8837349,"threshold_uncertainty_score":0.9998428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401942810","doi":"10.1075/fillm.21.09hus","title":"Bridging times in Wajdi Mouawad’s play <i>Forests</i>","year":2024,"lang":"en","type":"book-chapter","venue":"FILLM studies in languages and literatures","topic":"African history and culture 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":"Concordia University of Edmonton","funders":"","keywords":"Bridging (networking); Computer science; Computer network","authors":[{"name":"Mai Hussein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01590790086645475,"gpt":0.3219534785625139,"spread":0.3060455776960591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003257602,0.0003796808,0.0006188799,0.0002297298,0.0003709196,0.0001068887,0.0001745629,0.0002963341,0.0001556386],"category_scores_gemma":[0.0001324827,0.000297898,0.0001113608,0.0001161393,0.0008470393,0.0001114829,0.000213538,0.0006632725,0.00001976335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001816983,"about_ca_system_score_gemma":0.00003865117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002168426,"about_ca_topic_score_gemma":0.01116103,"domain_scores_codex":[0.9984531,0.00004721581,0.0003223141,0.0005122436,0.0002846655,0.0003804461],"domain_scores_gemma":[0.9994587,0.0001723255,0.00009442505,0.0001577221,0.00005780167,0.00005899174],"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":[0.00001982126,0.00001187695,0.0002504516,0.0002940801,0.0001911972,0.0007575787,0.3319944,0.000003252644,0.000001881034,0.5655233,0.09823288,0.002719356],"study_design_scores_gemma":[0.000141446,0.00003199837,0.0001775578,0.001594632,0.00004998377,0.000005374057,0.02375596,0.000001042158,8.426766e-7,0.01442644,0.9593983,0.0004164228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003939703,0.3132918,1.318246e-7,0.0005211951,0.0005452282,0.0001934746,0.0001022914,0.00006311396,0.6848888],"genre_scores_gemma":[0.1093653,0.01668217,0.00003669559,0.0003700465,0.001268681,0.00004109127,0.00003087767,0.00004126841,0.8721638],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8611654,"threshold_uncertainty_score":0.9999473,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402886109","doi":"10.1075/fillm.19.04nas","title":"Drawing life in limbo","year":2024,"lang":"en","type":"book-chapter","venue":"FILLM studies in languages and literatures","topic":"Political Theology and Sovereignty","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":"University of Victoria","funders":"","keywords":"History","authors":[{"name":"Jonathan Remy Nash","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03467413020645081,"gpt":0.3836750770379049,"spread":0.3490009468314541,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003941684,0.0002132847,0.0004456223,0.0001758631,0.0001485877,0.00007348666,0.0001282002,0.0004386865,0.0002544845],"category_scores_gemma":[0.0004750925,0.0001717595,0.00007489442,0.00005562034,0.0007735151,0.0000638622,0.0001663765,0.0006686138,0.00002108951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006972069,"about_ca_system_score_gemma":0.00004489167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001180897,"about_ca_topic_score_gemma":0.0004630022,"domain_scores_codex":[0.9988842,0.00006050436,0.000241681,0.0003222767,0.0001507722,0.0003405371],"domain_scores_gemma":[0.9992356,0.0004978674,0.00003871398,0.0001199412,0.00002775932,0.00008006916],"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":[0.000009635436,0.000005147712,0.00006394397,0.0001188238,0.00006523943,0.0003358789,0.02770779,3.45153e-7,1.074698e-7,0.9700541,0.001162785,0.0004761766],"study_design_scores_gemma":[0.0001169769,0.00002353651,0.0002120849,0.001129023,0.00002304353,0.000002334973,0.008125838,0.000001024764,3.828841e-7,0.7179661,0.272164,0.0002356435],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001502155,0.1993522,6.600533e-8,0.000400648,0.0004589301,0.0001135522,0.00005984373,0.00003608595,0.7980765],"genre_scores_gemma":[0.43501,0.0126054,0.00003047185,0.001066155,0.001023963,0.00001395111,0.00001443047,0.00002201086,0.5502136],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4335078,"threshold_uncertainty_score":0.7004147,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402887424","doi":"10.1075/fillm.19.11gut","title":"Afterword","year":2024,"lang":"en","type":"book-chapter","venue":"FILLM studies in languages and literatures","topic":"Ecocriticism and Environmental Literature","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Jerome's University; Lakehead University","funders":"","keywords":"Philosophy","authors":[{"name":"Anna Guttman","is_ca":true},{"name":"Veronica J. Austen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02153813000369424,"gpt":0.2804777881426048,"spread":0.2589396581389105,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006167307,0.0004054702,0.0004461026,0.0001711728,0.0001250993,0.0003442154,0.0001015879,0.0001742417,0.001807073],"category_scores_gemma":[0.000009581206,0.0002948982,0.0001102283,0.000009727585,0.000502406,0.0001124484,0.0002099643,0.0005722939,0.00009485131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003553833,"about_ca_system_score_gemma":0.00000346119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001065885,"about_ca_topic_score_gemma":0.0002499573,"domain_scores_codex":[0.9989248,0.000007960582,0.0002717438,0.0004257736,0.0001378354,0.000231899],"domain_scores_gemma":[0.9996073,0.00007608031,0.00004450635,0.000205625,0.00002155271,0.00004493365],"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":[0.0000123366,0.000007670928,0.000004090154,0.0006899324,0.000145705,0.0005877876,0.06619966,1.393851e-7,0.000001322056,0.873416,0.05748216,0.001453179],"study_design_scores_gemma":[0.00009777208,0.00005472148,0.00001024922,0.0018617,0.00006340331,0.00001825248,0.003738665,7.268441e-7,0.000001176473,0.0417948,0.9520152,0.0003433571],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002281277,0.3297024,1.349546e-8,0.0002427947,0.000864313,0.0001060955,0.0007019791,0.00004681,0.6681075],"genre_scores_gemma":[0.02231643,0.007651812,0.00002697996,0.0009687142,0.001987889,0.00002432548,0.0002063559,0.00006395645,0.9667535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.894533,"threshold_uncertainty_score":0.9999503,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}