{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"445b40421420","filters":{"venue":"Roadsides"}},"results":[{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Penstock; Geology; Structural engineering; Engineering","authors":[{"name":"Stacy Leigh Pigg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004021012556890439,"gpt":0.2497438117562852,"spread":0.2457227991993948,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007411385,0.000447531,0.0001377668,0.0003716502,0.006567705,0.004877754,0.0007115402,0.00180395,0.03321524],"category_scores_gemma":[0.002750617,0.0002571082,0.0001716208,0.0006303681,0.007379809,0.003341074,0.003051325,0.003038101,0.002920796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003051716,"about_ca_system_score_gemma":0.001404226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009230762,"about_ca_topic_score_gemma":0.01799037,"domain_scores_codex":[0.998961,0.0005257825,0.00001582305,0.0001145852,0.0001729821,0.0002097534],"domain_scores_gemma":[0.9994144,0.0001772309,0.00006442889,0.0001040841,0.00007556914,0.0001642346],"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":[0.00006923325,0.00006541197,0.001408536,0.00007023779,0.000006099016,0.002071376,0.07466023,0.0007447945,0.0005001508,0.7296037,0.1606285,0.03017162],"study_design_scores_gemma":[0.00000675027,0.00003553069,0.0005598842,0.00006622016,0.000001983624,0.0003686893,0.03010787,0.0002480017,0.0002813317,0.01114651,0.9571666,0.00001073156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06783539,0.0007000694,0.007309999,0.03639342,0.0006947254,0.00007241539,0.0002057276,0.0001951799,0.8865931],"genre_scores_gemma":[0.6784478,0.0005108521,0.002494226,0.004751695,0.00008031511,0.00006668639,0.00007467595,0.0001085731,0.3134651],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03321524,"threshold_uncertainty_score":0.1111161,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Sky; Work (physics); Astronomy; Computer science; Remote sensing; Geography; Engineering; Physics; Mechanical engineering","authors":[{"name":"Götz Hoeppe","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01019302856290948,"gpt":0.1955602791697146,"spread":0.1853672506068051,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002960404,0.0008705367,0.0004703103,0.001179512,0.009718765,0.009397596,0.0008315037,0.004627139,0.02638779],"category_scores_gemma":[0.005511482,0.0004696406,0.0006202668,0.0008265927,0.009200777,0.01414654,0.008071977,0.007220777,0.01484397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002725259,"about_ca_system_score_gemma":0.003580753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004453429,"about_ca_topic_score_gemma":0.01134139,"domain_scores_codex":[0.9976452,0.001071315,0.00006003212,0.0003394085,0.0004191459,0.0004649526],"domain_scores_gemma":[0.9981852,0.000540546,0.0000966021,0.0001914841,0.000315812,0.0006703156],"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":[0.00004285808,0.0000266716,0.000415731,0.0001448789,0.00001381001,0.0003641356,0.02026112,0.00008673817,0.0003545017,0.5464184,0.3978087,0.0340625],"study_design_scores_gemma":[0.000004074673,0.000007999955,0.0001539549,0.0001021329,0.000002754415,0.0001621138,0.004278329,0.00002967206,0.00009320132,0.0292441,0.9659122,0.000009407723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006164417,0.02335671,0.01244664,0.3416823,0.01854114,0.00005296629,0.0002365943,0.0008353515,0.5966839],"genre_scores_gemma":[0.2243514,0.01630083,0.01021206,0.09350895,0.0036875,0.00013075,0.0003345902,0.00145133,0.6500224],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02638779,"threshold_uncertainty_score":0.08827591,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Geography","authors":[{"name":"Laura Goyhenex","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02019493047404569,"gpt":0.3482343553116165,"spread":0.3280394248375708,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007433249,0.0005550158,0.0002433011,0.001779465,0.00547025,0.005309951,0.001973636,0.001811807,0.1029072],"category_scores_gemma":[0.00201452,0.0003011517,0.0004769697,0.001948982,0.002270385,0.00265056,0.004029126,0.001308235,0.02611496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004340743,"about_ca_system_score_gemma":0.008335179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09160592,"about_ca_topic_score_gemma":0.2992948,"domain_scores_codex":[0.9990133,0.0001038168,0.00003241348,0.0001458022,0.0005191496,0.0001855479],"domain_scores_gemma":[0.9992685,0.00007332351,0.00007437029,0.0001189685,0.0003099188,0.0001549966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000108814,0.0001272699,0.005136862,0.0006734001,0.00001713106,0.0007900919,0.007971484,0.0007234219,0.002434705,0.1426376,0.219507,0.6198722],"study_design_scores_gemma":[0.000004810127,0.00001926035,0.001454805,0.0001261123,0.000005232344,0.0002101668,0.001858299,0.00009252405,0.0003818717,0.002778342,0.9930588,0.000009640777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01815563,0.003528045,0.01349092,0.003910923,0.001448328,0.0005101613,0.001886345,0.001427378,0.9556423],"genre_scores_gemma":[0.1235766,0.003235265,0.02464861,0.001629337,0.0001102741,0.0002030772,0.001657805,0.0003322178,0.8446068],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1029072,"threshold_uncertainty_score":0.344259,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine","authors":[{"name":"Andrea Bordoli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00527848245370096,"gpt":0.2040190914385219,"spread":0.1987406089848209,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002899938,0.0009007813,0.000525347,0.001813218,0.01223779,0.01003696,0.002732307,0.00412296,0.2077542],"category_scores_gemma":[0.01321602,0.0003624232,0.0007441027,0.001784995,0.006968413,0.006408383,0.007412266,0.005604031,0.05471365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01245101,"about_ca_system_score_gemma":0.01210748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1368343,"about_ca_topic_score_gemma":0.1708622,"domain_scores_codex":[0.9959645,0.000478207,0.0001626791,0.0007472569,0.001499934,0.001147463],"domain_scores_gemma":[0.9946147,0.0006154297,0.0002750103,0.0008111972,0.002709503,0.0009742203],"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":[0.00008990565,0.00003026542,0.002063815,0.0002518654,0.00001805634,0.0009043643,0.008033199,0.0002020908,0.000542084,0.4717425,0.381444,0.1346777],"study_design_scores_gemma":[0.000003225439,0.000007026835,0.0005117727,0.0001901012,0.000003627098,0.0001561127,0.002433964,0.00003411722,0.00008765616,0.0134202,0.9831418,0.00001039278],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007553831,0.003712117,0.009506396,0.05375348,0.009171597,0.0001720836,0.001265074,0.000572626,0.9142928],"genre_scores_gemma":[0.1464988,0.004283773,0.006489711,0.02410446,0.001639538,0.0001913488,0.001769575,0.0007840099,0.8142388],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2077542,"threshold_uncertainty_score":0.695007,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Blues; Midnight; Arctic; The arctic; Meteorology; Oceanography; Geography; Environmental science; Art; Astrobiology; Geology; Astronomy; Art history; Physics","authors":[{"name":"Mia M. Bennett","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03521574777309092,"gpt":0.3801661514830316,"spread":0.3449504037099406,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002273026,0.00020611,0.0003144257,0.0006870179,0.02338771,0.003563486,0.0006250294,0.001550569,0.01145909],"category_scores_gemma":[0.002735399,0.0002432085,0.000211683,0.0007525441,0.00504687,0.001573851,0.004285961,0.004453218,0.001306505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006167659,"about_ca_system_score_gemma":0.01331693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4301916,"about_ca_topic_score_gemma":0.7592106,"domain_scores_codex":[0.9984179,0.0005586471,0.00002838026,0.000112505,0.0002106175,0.0006720248],"domain_scores_gemma":[0.9971431,0.0002953699,0.0002075919,0.00006303156,0.0005026865,0.001788226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001941381,0.00007586552,0.02136233,0.0001876004,0.00002233115,0.001828846,0.4396165,0.0001057921,0.0009663558,0.03666571,0.4216312,0.07734332],"study_design_scores_gemma":[0.000005307436,0.00003149838,0.01547702,0.0002505827,0.000005009028,0.000225884,0.3423381,0.00002301596,0.0001282023,0.002597155,0.6388991,0.00001908684],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2788307,0.02266887,0.0006671008,0.4095567,0.01599547,0.000022008,0.0003604351,0.000133109,0.2717656],"genre_scores_gemma":[0.7938847,0.0104348,0.0005847798,0.04610243,0.002732432,0.00002421382,0.0001492171,0.0002180882,0.1458693],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4301916,"threshold_uncertainty_score":0.8553753,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}