{"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":"ffb49575b30a","filters":{"venue":"Forbes"}},"results":[{"id":"W2336196193","doi":"","title":"Getting more women into the ‘black box’ of corporate power","year":2014,"lang":"en","type":"article","venue":"Forbes","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Black box; Business; Power (physics); Computer science; Physics; Artificial intelligence; Thermodynamics","authors":[{"name":"Aaron A. Dhir","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06696871614689803,"gpt":0.2840402062975906,"spread":0.2170714901506925,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001161476,0.00004033164,0.00007734367,0.0000147581,0.000314615,0.00002446112,0.0002266303,0.00003797947,0.0002179714],"category_scores_gemma":[0.0001916374,0.00002946668,0.00003355273,0.0001040441,0.0003396864,0.0001014997,0.00006066954,0.00005247241,0.0000540303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002993842,"about_ca_system_score_gemma":0.00003436737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001422155,"about_ca_topic_score_gemma":0.0002799322,"domain_scores_codex":[0.9993303,0.0001379267,0.00008725029,0.00008170795,0.0001958284,0.0001670243],"domain_scores_gemma":[0.9995946,0.00007503879,0.0001032859,0.0001208275,0.00006209376,0.00004411537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001488091,0.00004098909,0.04191346,0.00002647424,0.00002764402,4.644105e-7,0.8371462,0.00002719941,0.0003905781,0.1102661,0.007282,0.002864012],"study_design_scores_gemma":[0.0003777285,0.0001512098,0.0515324,0.00002441314,0.00001839528,1.344018e-7,0.5269061,0.000131453,0.002165039,0.1302068,0.288208,0.0002782702],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9528675,0.00001333681,0.0001369589,0.002662975,0.0001120088,0.00006013787,0.000002047157,0.00001939296,0.04412561],"genre_scores_gemma":[0.9980236,0.000006778522,0.0001257728,0.0003144402,0.00005894488,0.000001262272,9.065264e-7,0.000002134934,0.001466216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3102401,"threshold_uncertainty_score":0.2419796,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2508309312","doi":"","title":"When the hard cold facts back up instinctive knowledge","year":2015,"lang":"en","type":"article","venue":"Forbes","topic":"History of Science and Medicine","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":"York University","funders":"","keywords":"Instinct; Business; Biology; Ecology","authors":[{"name":"Aaron A. Dhir","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1401462597095214,"gpt":0.2704570483816429,"spread":0.1303107886721215,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002164705,0.00007213269,0.00009293422,0.00003278682,0.0002691104,0.0000491464,0.0001796095,0.0000169237,0.001777771],"category_scores_gemma":[0.00006009599,0.00004035069,0.00002975539,0.00001855959,0.0005047938,0.0002152752,0.00002989571,0.00007476423,0.003230366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004074263,"about_ca_system_score_gemma":0.00009573066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001708601,"about_ca_topic_score_gemma":0.00152391,"domain_scores_codex":[0.9994901,0.00001764262,0.00008807657,0.0001074167,0.000142618,0.0001541934],"domain_scores_gemma":[0.9995902,0.00003343881,0.00003113391,0.0001285278,0.0001208814,0.00009578145],"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":[0.000007463758,0.00001962541,0.00004757474,0.000005388817,0.000006344667,9.303086e-7,0.2099508,3.381535e-7,0.00003124971,0.03724841,0.7509201,0.00176174],"study_design_scores_gemma":[0.0002415779,0.0001096267,0.00006936778,0.00001998257,0.000009312915,9.122363e-7,0.01703585,0.00001440953,0.0001205854,0.001073306,0.9812405,0.00006456557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08420032,0.0007143187,0.00001401836,0.002230538,0.00299901,0.000173292,0.00001007463,0.00004374392,0.9096147],"genre_scores_gemma":[0.5793561,0.000005224249,0.0000263355,0.0007682599,0.0008833694,0.00001030374,0.000003118009,0.000006426811,0.4189408],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4951558,"threshold_uncertainty_score":0.9991347,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2344693831","doi":"","title":"Using the law to achieve boardroom diversity (and redistribute power)","year":2015,"lang":"en","type":"article","venue":"Forbes","topic":"Gender Diversity and Inequality","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":"York University","funders":"","keywords":"Diversity (politics); Business; Power (physics); Law and economics; Law; Economics; Political science; Physics; Thermodynamics","authors":[{"name":"Aaron A. Dhir","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2887506317811613,"gpt":0.3453850445242092,"spread":0.05663441274304781,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007940955,0.00004728485,0.00006651934,0.00001107353,0.002092455,0.00005368438,0.0002157229,0.00004388161,0.00002397298],"category_scores_gemma":[0.0001040685,0.00003778188,0.0000284608,0.000104589,0.000198658,0.0001816548,0.0006477837,0.00006011737,0.00002304361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007037527,"about_ca_system_score_gemma":0.00004147871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01618345,"about_ca_topic_score_gemma":0.002772111,"domain_scores_codex":[0.9992726,0.0001207045,0.00005080027,0.000112473,0.0002619765,0.0001814614],"domain_scores_gemma":[0.9996051,0.00003490405,0.00002294965,0.0001030154,0.00006954303,0.0001645402],"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":[0.0001052447,0.00005516694,0.08992092,0.000006738095,0.00004606353,0.000007957684,0.4227949,0.00004540203,0.00003172391,0.4535407,0.03315393,0.0002912836],"study_design_scores_gemma":[0.0005632289,0.0002163697,0.01519571,0.00001540403,0.00007145431,0.000001902481,0.255879,0.00003521694,0.0001508634,0.06083795,0.6666765,0.0003564869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502389,0.00004969068,0.0008887065,0.006958283,0.0003593294,0.0001364063,0.00004614405,0.00003773727,0.04128477],"genre_scores_gemma":[0.9987301,0.000004138113,0.0002537099,0.0005846331,0.00007308774,3.154043e-7,0.000001506746,0.000001469395,0.0003510653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6335225,"threshold_uncertainty_score":0.9992067,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7036638825","doi":"","title":"The Chinese Demand For Beef And Pork Means Canadian Farmland Is Cheap","year":2012,"lang":"en","type":"other","venue":"Forbes","topic":"Economics of Agriculture and Food Markets","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Production (economics); China; Agribusiness; Supply and demand","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01002558805635157,"gpt":0.193986122376072,"spread":0.1839605343197205,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003084359,0.0002587831,0.0004228907,0.0001579316,0.0002196572,0.0001302184,0.0002419357,0.0003128557,0.0005925428],"category_scores_gemma":[0.00003636641,0.0001897432,0.0001311806,0.00006100415,0.00005811478,0.00007152204,0.00003686322,0.0001202779,0.0001975389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004858536,"about_ca_system_score_gemma":0.00002385856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01406348,"about_ca_topic_score_gemma":0.1681596,"domain_scores_codex":[0.9989032,0.000004274518,0.0002999375,0.0003323015,0.00001499612,0.0004452818],"domain_scores_gemma":[0.9991635,0.000068708,0.0002552893,0.0002855043,0.00001204603,0.0002149352],"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":[0.000007501831,0.00001141987,0.01571129,0.00005851945,0.0002229689,3.889347e-7,0.0001917051,1.32468e-7,1.574219e-7,0.03653484,0.9459229,0.001338165],"study_design_scores_gemma":[0.0002599929,0.00002831709,0.009351314,0.00001712345,0.00001723169,0.000003305663,0.000024445,0.00001375841,8.495748e-7,0.01369636,0.9762959,0.0002913609],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009084735,0.06559492,0.00004395405,0.002515604,0.0009700069,0.0006138383,0.00225961,0.00003366869,0.9270599],"genre_scores_gemma":[0.0484941,0.009525458,0.0005350297,0.001054929,0.002123968,0.0001606575,0.0002235666,0.0003541716,0.9375281],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1540961,"threshold_uncertainty_score":0.992502,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7072189147","doi":"","title":"Visa Inc. Posts Strong Fiscal Second Quarter 2010 Earnings Results","year":2010,"lang":"en","type":"other","venue":"Forbes","topic":"Legal Cases and Commentary","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Earnings; Fiscal year; Earnings management","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.00976327731040483,"gpt":0.2589542506002049,"spread":0.2491909732898001,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000828916,0.0002710429,0.0003764139,0.0001443298,0.0000440008,0.00003105816,0.0001284794,0.0003923554,0.02451724],"category_scores_gemma":[0.00002319375,0.0002145224,0.0001336883,0.00004512572,0.0000661977,0.00004454389,0.00007476255,0.000833659,0.0008027662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002731572,"about_ca_system_score_gemma":0.00004221485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0012693,"about_ca_topic_score_gemma":0.002055692,"domain_scores_codex":[0.9988697,0.00002087157,0.0002330239,0.0003366275,0.0002402657,0.0002995552],"domain_scores_gemma":[0.9991587,0.00003674108,0.0001473657,0.0004680205,0.00002131726,0.0001678546],"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":[0.0001919314,0.00006784138,0.0009387489,0.0000921582,0.00008909525,0.000101374,0.0001342648,1.355945e-8,0.0003278437,0.00002427915,0.9967018,0.001330678],"study_design_scores_gemma":[0.001567527,0.0004389722,0.004871541,0.0002205049,0.00009814106,0.00008828205,0.00006992056,0.000007528342,0.0001300671,0.000006424722,0.9922697,0.0002314043],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02356327,0.0005807838,0.000008587888,0.004032713,0.001678115,0.0005199315,0.000881015,0.0002257822,0.9685098],"genre_scores_gemma":[0.0254726,0.00002225616,0.0003587692,0.001441839,0.002069199,0.00001785228,0.001382155,0.0002933865,0.9689419],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02371447,"threshold_uncertainty_score":0.9999752,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7071887055","doi":"","title":"Wind Energy Is Poised To Pop After Strong First Quarter","year":2011,"lang":"en","type":"other","venue":"Forbes","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Wind power; Renewable energy; Wind speed","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.008349875945949797,"gpt":0.1957770521397011,"spread":0.1874271761937513,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002800356,0.0002802194,0.0002340317,0.0002824971,0.00002315783,0.00003690592,0.0002079728,0.0002141714,0.01883169],"category_scores_gemma":[0.000002772643,0.0002533912,0.00007580565,0.00009803123,0.00001595213,0.00003735091,0.00005316658,0.000108497,0.001598769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005340468,"about_ca_system_score_gemma":0.00002414091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005377721,"about_ca_topic_score_gemma":0.001533936,"domain_scores_codex":[0.9989231,0.000006761465,0.0001412624,0.0002371138,0.0002131605,0.0004785868],"domain_scores_gemma":[0.9994158,0.000007304978,0.00001437777,0.0003189573,0.00001361799,0.0002299058],"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":[0.0000131942,0.00001072695,0.0001035355,0.0000630276,0.0001232005,0.00001999171,0.0002476086,0.00004794767,0.000004403823,0.00008142985,0.997634,0.001650941],"study_design_scores_gemma":[0.000153361,0.00004168371,0.0005241912,0.0001488601,0.000006872609,0.000001348312,0.00001873556,0.00003560363,0.0003082209,0.00003798458,0.9983885,0.0003346246],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003028006,0.001059632,0.00125314,0.00009391777,0.0005597974,0.0001218296,0.00009622039,0.000381214,0.9961314],"genre_scores_gemma":[0.03245592,0.0001615619,0.001380571,0.0002481342,0.0007143499,0.0001395157,0.00005853852,0.0005880374,0.9642534],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03215313,"threshold_uncertainty_score":0.9999918,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7052347016","doi":"","title":"Second Quarter Cleantech Investment Drops 33 Percent, but Biofuels Make a Comeback","year":2011,"lang":"en","type":"other","venue":"Forbes","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Biofuel; Investment (military); Production (economics); Renewable energy","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01621770343450185,"gpt":0.2461537457541771,"spread":0.2299360423196752,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009266962,0.0003634629,0.0003757514,0.0002416817,0.00006086172,0.00007544574,0.0004113142,0.0001404713,0.900555],"category_scores_gemma":[0.000001843951,0.000317493,0.0001739417,0.0001021389,0.0001226508,0.000009182907,0.000214261,0.0002977733,0.003934779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009965211,"about_ca_system_score_gemma":0.00008789217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002376942,"about_ca_topic_score_gemma":0.0008214143,"domain_scores_codex":[0.9984214,0.00005346449,0.0002827667,0.0004508426,0.0003104108,0.0004811481],"domain_scores_gemma":[0.998979,0.00002310994,0.0001483053,0.0006360569,0.00003868594,0.0001748234],"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":[0.000008657962,0.000186775,0.001079252,0.0001154016,0.0001386835,0.000004667937,0.0001267683,5.102178e-9,0.000245654,0.004268621,0.9428769,0.0509486],"study_design_scores_gemma":[0.0005499125,0.00013285,0.0004379952,0.0001153273,0.00003036678,6.474514e-7,0.0004198784,0.00001167476,0.0003125574,0.0007346058,0.9969096,0.0003445431],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001739686,0.000196002,0.00009786012,0.000161107,0.0002718921,0.0008622709,0.0007059983,0.00008633615,0.9958789],"genre_scores_gemma":[0.003701599,0.00002727821,0.0003802796,0.0001848527,0.0004663302,0.0001387597,0.0002120469,0.0002030655,0.9946858],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8966202,"threshold_uncertainty_score":0.9999277,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}