{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"4545abe07265","filters":{"venue":"Rail professional"}},"results":[{"id":"W637512637","doi":"","title":"Caught out in a Crisis","year":2010,"lang":"en","type":"article","venue":"Rail professional","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Crisis management; Public relations; Action plan; Action (physics); Business; Training (meteorology); Statute; Standardization; Operations management; Engineering; Management; Computer science; Political science; Economics","authors":[{"name":"Stephen Beamon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.016146328841793,"gpt":0.3556796621711988,"spread":0.3395333333294058,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004760704,0.00004986341,0.00006236898,0.0000611549,0.0002221741,0.00003056774,0.0002382829,0.00007054531,0.00170301],"category_scores_gemma":[0.00008247604,0.0000392287,0.00002621788,0.0001102117,0.0001272253,0.0002418131,0.00007549718,0.0002026211,0.0002866244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001348956,"about_ca_system_score_gemma":0.0001126349,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002377478,"about_ca_topic_score_gemma":0.02036062,"domain_scores_codex":[0.9991412,0.00007558429,0.0001002748,0.00014127,0.0003201166,0.0002215857],"domain_scores_gemma":[0.999745,0.0000451055,0.00002906818,0.00009453849,0.00002247795,0.00006388334],"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":[0.00004834718,0.0005336502,0.08930758,0.00003271201,0.000012518,0.000040632,0.1159686,0.000001984042,0.002953004,0.388209,0.3822165,0.02067547],"study_design_scores_gemma":[0.0003300729,0.000005512036,0.03670234,0.00003014913,0.000003293266,1.683965e-7,0.02211897,0.00001966952,0.00003779202,0.01132863,0.9292676,0.0001557845],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6165239,0.00001907002,0.00001852918,0.02259314,0.003614351,0.0002135808,0.000001520249,0.00004887785,0.3569671],"genre_scores_gemma":[0.8749236,0.000004256727,0.00015034,0.0004130866,0.0002089905,0.00001596992,0.000001422604,0.000003277109,0.1242791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5470511,"threshold_uncertainty_score":0.9992096,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W587600764","doi":"","title":"GB AND THE GENERAL","year":2001,"lang":"en","type":"article","venue":"Rail professional","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Train; Welsh; Competition (biology); Transport engineering; Position (finance); Business; Engineering; Operations management; Finance; Geography","authors":[{"name":"A. Goodman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01650514319201544,"gpt":0.23119673273239,"spread":0.2146915895403746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000188055,0.00006804509,0.00008828954,0.0000352698,0.0002138197,0.00005609957,0.00009376636,0.00002886672,0.0005606008],"category_scores_gemma":[0.000007843078,0.00003938099,0.00003312905,0.000056811,0.0001055506,0.0003179453,0.00005623222,0.00007345264,0.0002056407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003969919,"about_ca_system_score_gemma":0.000009307293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002688961,"about_ca_topic_score_gemma":0.00005917651,"domain_scores_codex":[0.9995859,0.000003615258,0.0001076143,0.00009321261,0.00006398081,0.0001456638],"domain_scores_gemma":[0.9998394,0.00001807128,0.00004641889,0.00007635444,0.0000136607,0.000006042454],"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":[0.0002958722,0.00004685527,0.253841,0.00004044399,0.00002999824,0.00000731702,0.0002488732,0.00001549807,0.0001102415,0.674198,0.06214028,0.009025618],"study_design_scores_gemma":[0.00128444,8.442717e-7,0.3042909,0.00001376553,0.00001357476,0.000003886226,0.00009867585,0.001492572,0.000002211392,0.0148234,0.6778796,0.00009616226],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335045,0.00009236274,0.00001545228,0.01075595,0.0005665706,0.00009089542,7.872667e-7,0.00004037534,0.05493313],"genre_scores_gemma":[0.9789489,0.00001726069,0.00002391667,0.006300585,0.001590231,0.00001466191,0.00001065466,0.00000733047,0.01308645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6593746,"threshold_uncertainty_score":0.6138185,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W587012860","doi":"","title":"US Railways Come of Age","year":2007,"lang":"en","type":"article","venue":"Rail professional","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Demise; Government (linguistics); Business; Finance; Economic policy; Economic growth; Political science; Economics; Law","authors":[{"name":"Michael R Weinman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02129644702893896,"gpt":0.2460488473008934,"spread":0.2247524002719545,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003964834,0.00009825767,0.0001672691,0.0001447273,0.00009708155,0.00001771899,0.0001649045,0.00006378909,0.0008696171],"category_scores_gemma":[0.00001336624,0.0000832385,0.00007232688,0.0001291921,0.00007613035,0.0003718966,0.00006256707,0.0000996529,0.00028892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001189724,"about_ca_system_score_gemma":0.00001818011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002536952,"about_ca_topic_score_gemma":0.0002062381,"domain_scores_codex":[0.9992111,0.000001919734,0.0002853367,0.0001203079,0.0001311254,0.0002502101],"domain_scores_gemma":[0.999656,0.00003294606,0.0001425618,0.0001205513,0.00003569205,0.00001225534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002339027,0.000277598,0.7651506,0.0003650502,0.00005152933,0.00004329777,0.0003052889,0.00001998262,0.006596262,0.1916644,0.02965388,0.005638157],"study_design_scores_gemma":[0.0005012786,0.00000312498,0.7560478,0.0000492368,0.0000119673,7.899856e-7,0.000135938,0.00004734559,0.0002042989,0.003089076,0.2397798,0.0001293581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9122821,0.00003315329,0.00009019872,0.000362589,0.0009128061,0.00009077612,0.000003769127,0.00005630846,0.08616831],"genre_scores_gemma":[0.9942232,0.000001297533,0.00009855533,0.001371473,0.0008179541,0.000003105371,0.00004021537,0.00001314627,0.00343107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2101259,"threshold_uncertainty_score":0.9521698,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}