{"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":"5d0fbcad679d","filters":{"venue":"Material modernisms"}},"results":[{"id":"W4399263665","doi":"10.1007/978-3-031-56000-2","title":"Modern Manuscripts and the Pre-History of Digital Humanities","year":2024,"lang":"en","type":"book","venue":"Material modernisms","topic":"Digital Humanities and Scholarship","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":"Brock University","funders":"","keywords":"Digital humanities; Humanities; History; Art","authors":[{"name":"Alex Christie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05847464039358964,"gpt":0.2010096576244678,"spread":0.1425350172308782,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002443082,0.0003720385,0.0002740904,0.003044558,0.006477891,0.01912609,0.0009057131,0.001942698,0.02737335],"category_scores_gemma":[0.007530915,0.0002733349,0.000176569,0.002590196,0.01861288,0.008942471,0.003109888,0.003973478,0.002643705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00650431,"about_ca_system_score_gemma":0.003637874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001955004,"about_ca_topic_score_gemma":0.005223088,"domain_scores_codex":[0.998494,0.0007582635,0.00006758377,0.0001663951,0.0003920503,0.0001215741],"domain_scores_gemma":[0.9957729,0.002424671,0.0002594733,0.0005419111,0.0006300533,0.0003709529],"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":[0.00001020473,0.00001079098,0.0001008082,0.00005178936,0.000001275989,0.0000535284,0.004643845,0.00003856047,0.00005309538,0.9765868,0.009377928,0.009071261],"study_design_scores_gemma":[0.000008458961,0.00002296522,0.0006072074,0.0002829671,0.000002753062,0.0002038722,0.003784038,0.00008345806,0.0002657472,0.1631784,0.8315507,0.000009554247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01133345,0.02509349,0.002095916,0.009926825,0.00171194,0.00002595033,0.0000799867,0.00006051075,0.9496719],"genre_scores_gemma":[0.4462703,0.0161349,0.001959552,0.002455748,0.003531702,0.00006047552,0.0001012705,0.0001955451,0.5292905],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02737335,"threshold_uncertainty_score":0.09157294,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399263887","doi":"10.1007/978-3-031-56000-2_3","title":"Writing Time: Marcel Proust’s Optics","year":2024,"lang":"en","type":"book-chapter","venue":"Material modernisms","topic":"French 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":"Brock University","funders":"","keywords":"Art history; Art; Optics; Physics","authors":[{"name":"Alex Christie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02285773918838646,"gpt":0.2027917577123513,"spread":0.1799340185239648,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001580039,0.0007922918,0.0003808017,0.00209877,0.00555561,0.007238361,0.0005998462,0.002650743,0.0261358],"category_scores_gemma":[0.006103998,0.0002905861,0.0002269641,0.001377481,0.007940401,0.006885914,0.002015437,0.004853358,0.009092707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005515169,"about_ca_system_score_gemma":0.002553385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01272548,"about_ca_topic_score_gemma":0.01952648,"domain_scores_codex":[0.9985369,0.0007063888,0.00003715968,0.000233605,0.0003554498,0.0001305149],"domain_scores_gemma":[0.9980342,0.0009749611,0.0001243991,0.0001826912,0.0005008511,0.0001828511],"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":[0.00001165248,0.000007147406,0.00004579183,0.00003653163,0.000002567769,0.00004230987,0.002552909,0.00005677604,0.00008357397,0.5288104,0.4324853,0.03586508],"study_design_scores_gemma":[0.000002321947,0.000002559646,0.00005775834,0.00008185389,0.000001219476,0.00004283068,0.0004120583,0.00004446632,0.00007156213,0.03391957,0.9653581,0.000005562286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001980399,0.05363669,0.007218291,0.2260383,0.01679556,0.00001908521,0.0001157149,0.0002807549,0.6939152],"genre_scores_gemma":[0.06126052,0.01216407,0.002294871,0.01467739,0.007448228,0.00003690955,0.00003877261,0.0005508587,0.9015284],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0261358,"threshold_uncertainty_score":0.08743298,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399263797","doi":"10.1007/978-3-031-56000-2_2","title":"Writing Rules: Raymond Roussel’s Impressions","year":2024,"lang":"en","type":"book-chapter","venue":"Material modernisms","topic":"Historical Studies and Socio-cultural Analysis","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":"Brock University","funders":"","keywords":"Art; Art history","authors":[{"name":"Alex Christie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03382006921162938,"gpt":0.2192816492391592,"spread":0.1854615800275298,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003953407,0.0004512057,0.0003028954,0.002533151,0.007721442,0.0124071,0.001288043,0.002906149,0.009765331],"category_scores_gemma":[0.01745421,0.0003369305,0.0002258735,0.001656724,0.02670906,0.01276667,0.002293313,0.005541365,0.002158946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003670306,"about_ca_system_score_gemma":0.002192379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01603073,"about_ca_topic_score_gemma":0.01988804,"domain_scores_codex":[0.9962425,0.002214355,0.0001007287,0.0004088543,0.0007587499,0.0002747913],"domain_scores_gemma":[0.991051,0.005474974,0.0003908465,0.001182458,0.001487683,0.0004131779],"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":[0.00002801145,0.00002426793,0.0002433457,0.00002197265,0.000002621234,0.000140575,0.0922792,0.0000946043,0.00008695572,0.817515,0.06786121,0.02170237],"study_design_scores_gemma":[0.0000160142,0.00001369084,0.0005296479,0.0001777856,0.000003772157,0.0002932391,0.04118352,0.0003336158,0.0003501849,0.2791551,0.6779187,0.00002469819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02431452,0.005108944,0.007807247,0.0801728,0.001363889,0.00002911063,0.00009979271,0.0001402367,0.8809634],"genre_scores_gemma":[0.7656651,0.00312034,0.004107865,0.007269025,0.001078544,0.00004825001,0.00009106468,0.0005301078,0.2180897],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01603073,"threshold_uncertainty_score":0.03266829,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399263582","doi":"10.1007/978-3-031-56000-2_5","title":"The Medium in Sight: Mina Loy’s Vision","year":2024,"lang":"en","type":"book-chapter","venue":"Material modernisms","topic":"Photography and Visual Culture","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":"Brock University","funders":"","keywords":"Sight; Optometry; Art; Astronomy; Medicine; Physics","authors":[{"name":"Alex Christie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02870664028164575,"gpt":0.2480432567821596,"spread":0.2193366165005139,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009390939,0.0005659377,0.0003310478,0.0008168261,0.008488546,0.00915237,0.0007367012,0.003550361,0.01324538],"category_scores_gemma":[0.001523422,0.0002408704,0.000217328,0.0006275034,0.01410696,0.00906451,0.00380532,0.007321451,0.001759103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005226816,"about_ca_system_score_gemma":0.003439666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02086205,"about_ca_topic_score_gemma":0.05547751,"domain_scores_codex":[0.9994929,0.0002308727,0.00000943611,0.00007957046,0.0000864433,0.0001006928],"domain_scores_gemma":[0.9996125,0.0001611004,0.00002594997,0.00002508902,0.00007277822,0.0001025825],"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":[0.00002121911,0.00001532962,0.00008256403,0.00005923957,0.000002372115,0.0000706081,0.01332644,0.00002700923,0.0001076443,0.7522599,0.2103265,0.02370134],"study_design_scores_gemma":[0.000003010788,0.000006905012,0.0001423793,0.0001117145,0.000001535713,0.00008140815,0.004579805,0.00002660905,0.0000635528,0.04115774,0.9538187,0.000006637344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004298511,0.05765846,0.002332362,0.1535196,0.006009014,0.00002404998,0.00004497428,0.00008966692,0.7760234],"genre_scores_gemma":[0.2004295,0.02320305,0.002387048,0.03142263,0.004404456,0.00007797437,0.0000367072,0.0002782688,0.7377604],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02086205,"threshold_uncertainty_score":0.04431021,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399263567","doi":"10.1007/978-3-031-56000-2_4","title":"Calculating Humans: Samuel Beckett’s Encipherment","year":2024,"lang":"en","type":"book-chapter","venue":"Material modernisms","topic":"Samuel Beckett and Modernism","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":"Brock University","funders":"","keywords":"Philosophy; Art","authors":[{"name":"Alex Christie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08972690702937673,"gpt":0.2535468650480035,"spread":0.1638199580186268,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001286853,0.0005665192,0.0003043323,0.001125681,0.00301351,0.004920859,0.0008470482,0.001694452,0.01211027],"category_scores_gemma":[0.004275457,0.0003381128,0.0002132961,0.001034455,0.02160288,0.007197194,0.002244744,0.003784965,0.001778338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002229724,"about_ca_system_score_gemma":0.001632606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00514184,"about_ca_topic_score_gemma":0.007651092,"domain_scores_codex":[0.9988579,0.0007223525,0.00002049866,0.0001426454,0.0001888105,0.00006780249],"domain_scores_gemma":[0.9988708,0.00072646,0.00005075395,0.0001540717,0.0001347944,0.00006312716],"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":[0.000003454682,0.000002245789,0.00002528067,0.000006848214,8.208735e-7,0.000004977741,0.0006535072,0.00006885184,0.00001362971,0.982818,0.01073974,0.005662734],"study_design_scores_gemma":[0.000003222311,0.000003325172,0.00004531517,0.00003373645,0.000001704239,0.00003143873,0.0003854934,0.0001652273,0.0001103954,0.8044217,0.1947931,0.000005262257],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007311706,0.01798403,0.0608474,0.05338751,0.003026983,0.00002589763,0.0001149083,0.0002144156,0.8570872],"genre_scores_gemma":[0.5493065,0.01032599,0.05440179,0.01113374,0.003056132,0.0001514726,0.0001405305,0.000595084,0.3708888],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01211027,"threshold_uncertainty_score":0.04051286,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399263664","doi":"10.1007/978-3-031-56000-2_1","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"Material modernisms","topic":"Digital Humanities and Scholarship","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":"Brock University","funders":"","keywords":"Computer science","authors":[{"name":"Alex Christie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04444656911423977,"gpt":0.208924925073213,"spread":0.1644783559589733,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008985504,0.0007696544,0.0004598217,0.001664603,0.001707761,0.00477941,0.001579261,0.001846067,0.6846332],"category_scores_gemma":[0.002893778,0.0002867294,0.0004921563,0.001478771,0.000693694,0.002875891,0.002700352,0.001947341,0.5598321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001612866,"about_ca_system_score_gemma":0.002785593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003520321,"about_ca_topic_score_gemma":0.005613147,"domain_scores_codex":[0.999194,0.0001005234,0.00002700499,0.0001607776,0.0004271058,0.00009057386],"domain_scores_gemma":[0.9988746,0.0001696244,0.00003780663,0.0001486876,0.0005328151,0.0002362946],"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":[0.00002434173,0.00003685667,0.0001143036,0.000121105,0.000001573831,0.0000399002,0.000146485,0.00006762694,0.0002483368,0.0344237,0.8443733,0.1204024],"study_design_scores_gemma":[0.000001631551,0.000004341736,0.00006969312,0.00004990738,5.667308e-7,0.00001651959,0.0000504347,0.00001206363,0.00004341842,0.002688778,0.9970608,0.0000018489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000363304,0.00127863,0.002923531,0.003798655,0.004586881,0.0001462998,0.002752139,0.0007271554,0.9834234],"genre_scores_gemma":[0.001166756,0.0007540967,0.0009996576,0.001319345,0.0006047531,0.00008656226,0.001683229,0.0002094229,0.9931762],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6846332,"threshold_uncertainty_score":0.4498324,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399263517","doi":"10.1007/978-3-031-56000-2_6","title":"Conclusion: Humanities Computing","year":2024,"lang":"en","type":"book-chapter","venue":"Material modernisms","topic":"Digital Humanities and Scholarship","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":"Brock University","funders":"","keywords":"Humanities; Digital humanities; Computer science; Art","authors":[{"name":"Alex Christie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07427894622214906,"gpt":0.2316704675869742,"spread":0.1573915213648252,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00169792,0.0006171786,0.0004520688,0.001675323,0.00385214,0.01005909,0.001647451,0.006049299,0.2438466],"category_scores_gemma":[0.007541232,0.0001824998,0.0006718218,0.002005235,0.002275349,0.008889074,0.003687273,0.005746041,0.07377642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003553954,"about_ca_system_score_gemma":0.004551711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01138105,"about_ca_topic_score_gemma":0.01428076,"domain_scores_codex":[0.9984689,0.0004665351,0.00004237519,0.0002783028,0.0004911084,0.0002527288],"domain_scores_gemma":[0.9957635,0.001398411,0.000107941,0.0002180247,0.001826904,0.0006852513],"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":[0.00002445428,0.00002607667,0.000119122,0.0001816443,0.00000419143,0.00004295304,0.0004001253,0.00003743116,0.0000776745,0.08217183,0.9013805,0.01553404],"study_design_scores_gemma":[0.00001540319,0.00000665703,0.0003340881,0.0003529288,0.000009057982,0.00004413399,0.002530693,0.00008232955,0.0001576854,0.03233031,0.9641296,0.000007072079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001643838,0.00457034,0.002927879,0.4636293,0.02491804,0.000154278,0.001014316,0.000279292,0.5008627],"genre_scores_gemma":[0.03114241,0.004303872,0.001822469,0.2588921,0.01380586,0.0002014389,0.0009534335,0.0003921595,0.6884863],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2438466,"threshold_uncertainty_score":0.8157482,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}