{"meta":{"query_hash":"445b40421420","filters":{"venue":"Roadsides"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/445b40421420","api":"https://metacan.xera.ac/api/v1/cohort?venue=Roadsides"},"results":[{"id":"W3118347538","doi":"10.26034/roadsides-20190016","title":"Midnight Blues in the Melting Arctic","year":2019,"lang":"en","type":"article","venue":"Roadsides","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Blues; Midnight; Arctic; The arctic; Meteorology; Oceanography; Geography; Environmental science; Art; Astrobiology; Geology; Astronomy; Art history; Physics","score_opus":0.03521574777309092,"score_gpt":0.38016615148303157,"score_spread":0.3449504037099406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3118347538","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9170051,0.0003192622,0.0000014140342,0.0025248993,0.00045635822,0.0005878055,7.913916e-7,0.000022316035,0.07908204],"genre_scores_gemma":[0.99418294,0.000055129178,0.000059326016,0.0031153932,0.0001958837,0.00008202883,0.000002103754,0.000008982058,0.002298231],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986308,0.0002912424,0.00022865755,0.00012879277,0.00008414563,0.00063635764],"domain_scores_gemma":[0.9989575,0.0007102304,0.00007162997,0.00019473779,0.000049114253,0.00001677289],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000967723,0.00007200854,0.0001612667,0.00004052224,0.0011424619,0.000004509427,0.00015174565,0.00008020254,0.00079060835],"category_scores_gemma":[0.00015752451,0.00004353724,0.00003168293,0.00010431959,0.000019142268,0.000037696016,0.000095025265,0.00033787647,0.0021813523],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010358548,0.000027236296,0.8724642,0.0000915414,0.000013579021,0.0000068702825,0.11969671,0.000016600066,0.000050875453,0.004830423,0.0025832441,0.00020836464],"study_design_scores_gemma":[0.00064868416,0.00012097044,0.69427043,0.00013328086,0.000013481886,0.0000037736286,0.23174328,0.000122017416,0.0000154051,0.0037457575,0.069014914,0.00016798802],"about_ca_topic_score_codex":0.0031711757,"about_ca_topic_score_gemma":0.025243737,"teacher_disagreement_score":0.17819375,"about_ca_system_score_codex":0.000103855215,"about_ca_system_score_gemma":0.00007272731,"threshold_uncertainty_score":0.99859554},"labels":[],"label_agreement":null},{"id":"W3125391361","doi":"10.26034/roadsides-202000303","title":"A Sky to Work With","year":2020,"lang":"en","type":"article","venue":"Roadsides","topic":"History and Developments in Astronomy","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Sky; Work (physics); Astronomy; Computer science; Remote sensing; Geography; Engineering; Physics; Mechanical engineering","score_opus":0.010193028562909481,"score_gpt":0.19556027916971455,"score_spread":0.18536725060680506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125391361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46700206,0.000029203366,0.23686509,0.002212071,0.0001301225,0.00037218386,0.000008561913,0.00013852064,0.2932422],"genre_scores_gemma":[0.96392626,2.3832943e-8,0.033999596,0.0005823224,0.00020540529,0.000025439118,0.0000048536,0.000010295767,0.0012458229],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99953854,0.000009063803,0.00008046067,0.00015845848,0.000071220704,0.0001422463],"domain_scores_gemma":[0.9997122,0.000010585423,0.000021944797,0.000089125424,0.000014633421,0.00015146441],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002235515,0.00008503303,0.00009465958,0.000015515956,0.00006503653,0.000020833742,0.000096193726,0.000008350575,0.0010166287],"category_scores_gemma":[0.0000020226069,0.00007120563,0.00002257649,0.00016280863,0.000015955293,0.000054507018,0.000031651507,0.00006104047,0.00079826626],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001909665,0.000093410905,0.69060946,0.000009226346,0.00017151868,0.000009800106,0.006718483,0.0016603965,0.00023634004,0.016788896,0.08231785,0.20119366],"study_design_scores_gemma":[0.00028576198,0.000066746565,0.010765218,0.000021885393,0.0000093086555,1.5482455e-7,0.000295299,0.000005194492,0.0013242876,0.00019548115,0.98681617,0.00021450377],"about_ca_topic_score_codex":0.000007889368,"about_ca_topic_score_gemma":4.707596e-7,"teacher_disagreement_score":0.9044983,"about_ca_system_score_codex":0.000009859439,"about_ca_system_score_gemma":0.00004432004,"threshold_uncertainty_score":0.99997973},"labels":[],"label_agreement":null},{"id":"W4244453154","doi":"10.26034/roadsides-20190022","title":"The Penstocks","year":2019,"lang":"en","type":"article","venue":"Roadsides","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Penstock; Geology; Structural engineering; Engineering","score_opus":0.004021012556890439,"score_gpt":0.2497438117562852,"score_spread":0.24572279919939477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244453154","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6451585,0.00016091752,0.0000034754053,0.0019160878,0.0004263663,0.00009727417,5.907968e-7,0.000029469355,0.3522073],"genre_scores_gemma":[0.9633618,0.00008430402,0.00003155296,0.00024821522,0.00021310235,0.0000023696023,2.9291334e-7,0.0000031319155,0.036055207],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994984,0.000032433207,0.000053135027,0.000070982096,0.00017427652,0.00017077135],"domain_scores_gemma":[0.99974364,0.0000547043,0.000029511697,0.00012200981,0.000023083456,0.000027060376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017646248,0.00003524276,0.000041722164,0.000005347643,0.0003532863,0.00008563203,0.00019179731,0.00003249154,0.00044598916],"category_scores_gemma":[0.00005316328,0.000021046679,0.00002858079,0.000058362413,0.0000870975,0.00012714366,0.000020795667,0.00005791837,0.0006210515],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001734351,0.00000857876,0.22547203,0.0000039863844,0.00002195201,0.0000027335689,0.015389574,0.00004416595,0.00097056635,0.5685136,0.1481926,0.041362908],"study_design_scores_gemma":[0.000048515685,0.000008519298,0.043631095,0.0000040499635,0.0000013153985,2.7724778e-7,0.0016686516,0.000005237013,0.00029116726,0.012272261,0.9420231,0.00004582007],"about_ca_topic_score_codex":0.0007653431,"about_ca_topic_score_gemma":0.00079891103,"teacher_disagreement_score":0.7938305,"about_ca_system_score_codex":0.000023311382,"about_ca_system_score_gemma":0.000048312442,"threshold_uncertainty_score":0.7982568},"labels":[],"label_agreement":null},{"id":"W4410004606","doi":"10.26034/roadsides-202501302","title":"Breaking Points","year":2025,"lang":"en","type":"article","venue":"Roadsides","topic":"Mining and Resource Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine","score_opus":0.00527848245370096,"score_gpt":0.20401909143852187,"score_spread":0.1987406089848209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410004606","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24850827,0.00056955736,0.00500017,0.00018474767,0.00027518332,0.000049276085,3.8428837e-7,0.00047532338,0.74493706],"genre_scores_gemma":[0.9953446,0.000013556314,0.0005037323,0.00010749845,0.000030964442,0.0000046158148,7.604947e-7,0.0000070725305,0.0039872243],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997261,0.0000048738925,0.000066043125,0.000060170518,0.000040462397,0.000102318074],"domain_scores_gemma":[0.9998556,0.000015846479,0.000004281446,0.00010626254,0.0000043752852,0.000013667629],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000054611333,0.00005074668,0.000055784778,0.00006875295,0.00002910264,0.000020352343,0.00006356154,0.000020254904,0.000051442737],"category_scores_gemma":[0.000009809375,0.000046585974,0.000021612786,0.00009134113,0.000007448826,0.000014280966,0.000025611442,0.000042534473,0.00007170391],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009396725,0.00004937482,0.014508219,0.0005890787,0.00047925118,0.00005433448,0.0019812675,0.18634033,0.0037446148,0.07058087,0.2622941,0.45936915],"study_design_scores_gemma":[0.0003927256,0.00001143762,0.027181067,0.0003126597,0.00004107946,0.0000030215797,0.00051114394,0.08253097,0.0071435724,0.0018579889,0.879714,0.00030031067],"about_ca_topic_score_codex":0.0000055651262,"about_ca_topic_score_gemma":0.0000015902508,"teacher_disagreement_score":0.7468363,"about_ca_system_score_codex":0.000016571932,"about_ca_system_score_gemma":0.0000019471686,"threshold_uncertainty_score":0.18997209},"labels":[],"label_agreement":null},{"id":"W4410004625","doi":"10.26034/roadsides-202501303","title":"Remediating Trails.","year":2025,"lang":"en","type":"article","venue":"Roadsides","topic":"Environmental Justice and Health Disparities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography","score_opus":0.020194930474045688,"score_gpt":0.3482343553116165,"score_spread":0.3280394248375708,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410004625","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25878954,0.0028129334,0.000116207404,0.006803103,0.00040471347,0.00014693999,0.0000014401089,0.000100658996,0.7308245],"genre_scores_gemma":[0.987166,0.0013733859,0.00046836495,0.0022060652,0.00019154788,0.000011154113,0.0000013479315,0.0000027198296,0.008579423],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994586,0.000047785805,0.00009644372,0.000084728345,0.000119253484,0.00019316815],"domain_scores_gemma":[0.99974054,0.00012633993,0.000020554675,0.000060370498,0.000007242389,0.000044932127],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002683229,0.00003681221,0.00006171396,0.000032122596,0.00043906132,0.00003247539,0.00008692105,0.000042906544,0.00018420375],"category_scores_gemma":[0.0001873844,0.000038074053,0.000022227121,0.0000997895,0.00012853129,0.000101392856,0.000018075438,0.00005970179,0.000062920946],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000948833,0.00007261999,0.18823218,0.00026458915,0.000018256333,0.0000053626773,0.02978439,0.000027416214,0.0002590903,0.6951011,0.03103452,0.055190995],"study_design_scores_gemma":[0.00036323603,0.000026704649,0.2521092,0.0003729264,0.00005189049,2.2216445e-7,0.11306041,0.000048308888,0.00088013674,0.025659889,0.6071714,0.00025568414],"about_ca_topic_score_codex":0.0008058337,"about_ca_topic_score_gemma":0.0031928397,"teacher_disagreement_score":0.72837645,"about_ca_system_score_codex":0.00006244161,"about_ca_system_score_gemma":0.00008539812,"threshold_uncertainty_score":0.3376949},"labels":[],"label_agreement":null}]}