{"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":"d8d5a525208a","filters":{"venue":"Appalachian heritage"}},"results":[{"id":"W288367598","doi":"10.1353/aph.2003.0055","title":"Myles Horton Reader: Education for Social Change (review)","year":2003,"lang":"en","type":"article","venue":"Appalachian heritage","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Psychology","authors":[{"name":"Brenda Bell","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09871177833317472,"gpt":0.3958781565448613,"spread":0.2971663782116866,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007778942,0.000107726,0.0001795207,0.00004606038,0.0005963464,0.00004364989,0.000145035,0.0001000923,0.0003428754],"category_scores_gemma":[0.0002016765,0.0001122753,0.0001088194,0.0002315403,0.0000835568,0.0001744668,0.000005720077,0.00006920015,0.00009243326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000832388,"about_ca_system_score_gemma":0.0004488996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001581162,"about_ca_topic_score_gemma":0.0007967396,"domain_scores_codex":[0.9988409,0.0002572452,0.0002185751,0.0001980547,0.0001788286,0.0003063547],"domain_scores_gemma":[0.9994456,0.00006298107,0.0001210287,0.0001493108,0.00009822706,0.0001228206],"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":[0.000002137241,0.0001493383,0.006134412,0.0004217493,0.00001353016,1.521815e-7,0.06776789,6.093395e-9,0.0000238684,0.7450121,0.1561079,0.02436696],"study_design_scores_gemma":[0.00007722537,0.00001322346,0.002756812,0.0001047496,0.00001511983,6.903434e-7,0.01660312,1.218656e-7,0.000007655018,0.0009296741,0.9793519,0.000139742],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.118587,0.05920358,0.0001736418,0.06896111,0.006671262,0.00818485,0.0001072391,0.0004490502,0.7376623],"genre_scores_gemma":[0.9534127,0.004482442,0.0009724174,0.009542771,0.006022279,0.001968456,0.0000629948,0.00004748694,0.02348851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8348256,"threshold_uncertainty_score":0.4586674,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1992197419","doi":"10.1353/aph.2004.0032","title":"Trying to Figure It All Out","year":2004,"lang":"en","type":"article","venue":"Appalachian heritage","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological 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":"History; Acre; Conversation; Art history; Visual arts; Art; Sociology","authors":[{"name":"Glade Brosi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06119908597165825,"gpt":0.2767083005777486,"spread":0.2155092146060903,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008459016,0.0001004165,0.00009251671,0.00001221968,0.0001956022,0.00005625657,0.0001864454,0.00003888214,0.0006033763],"category_scores_gemma":[0.00006017912,0.00004371402,0.00004379145,0.0002775898,0.00002619091,0.00009463178,0.00006611767,0.00007441091,0.001208699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004774707,"about_ca_system_score_gemma":0.000009313356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001618629,"about_ca_topic_score_gemma":0.0007565623,"domain_scores_codex":[0.9992905,0.00001140068,0.0001330467,0.0002097549,0.0001457244,0.0002096193],"domain_scores_gemma":[0.9997421,0.00004260095,0.00003035884,0.00004989625,0.00005856019,0.0000764791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007052639,0.001539549,0.0556997,0.0000496632,0.0002806536,0.00005555546,0.01950684,0.0003481024,0.4148717,0.189182,0.2626148,0.055781],"study_design_scores_gemma":[0.0001529007,0.0001298778,0.1522745,0.00003336789,0.000009855951,0.000002755981,0.006237757,0.000001007874,0.0005679572,0.00200393,0.8382873,0.000298788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9227196,0.00003244984,0.000008158382,0.0496899,0.0002871461,0.0001875521,0.00003116634,0.0000780796,0.02696597],"genre_scores_gemma":[0.9888186,0.000004201554,0.0009310364,0.005387931,0.0003473558,0.00003472976,0.00005000357,9.31841e-7,0.004425175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5756726,"threshold_uncertainty_score":0.999569,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244505909","doi":"10.1353/aph.2007.0143","title":"New Appalachian Books: Write-Ups","year":2007,"lang":"en","type":"article","venue":"Appalachian heritage","topic":"American Sports and Literature","field":"Arts and Humanities","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":"Art history; George (robot); State (computer science); West virginia; Art; Sociology; Classics; History; Media studies; Archaeology; Computer science","authors":[{"name":"George Brosi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01141182207246339,"gpt":0.2126636169233052,"spread":0.2012517948508418,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003426697,0.0003819097,0.0003772458,0.0001668292,0.000442503,0.0003992107,0.0003526502,0.0001113301,0.02065331],"category_scores_gemma":[0.00001336097,0.0003346762,0.0002731795,0.000101557,0.000295579,0.0003568203,0.00006849047,0.0004675822,0.0004657186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004526921,"about_ca_system_score_gemma":0.00007902722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007991741,"about_ca_topic_score_gemma":0.002410781,"domain_scores_codex":[0.9979125,0.00002889294,0.0004938949,0.0004807555,0.0003398119,0.000744091],"domain_scores_gemma":[0.998743,0.00005450814,0.0001636936,0.0005376918,0.00006144847,0.0004396754],"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":[0.00009888259,0.0001361352,0.005508429,0.00005528167,0.0001054001,0.000216628,0.05018472,0.000001694936,0.00009685768,0.6839862,0.2334572,0.02615253],"study_design_scores_gemma":[0.000394422,0.0001439337,0.00263251,0.00004270724,0.00003273226,0.00001790949,0.009366135,0.000007881607,0.00001396622,0.0004085287,0.9864718,0.0004674511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04030361,0.00100395,0.0008922635,0.0008282816,0.001254235,0.000415309,0.0000625908,0.000493204,0.9547465],"genre_scores_gemma":[0.6706177,0.00001143772,0.00138083,0.003234484,0.004069636,0.00000732539,0.00007340045,0.00008342745,0.3205218],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7530146,"threshold_uncertainty_score":0.9999105,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4254282197","doi":"10.1353/aph.2018.0032","title":"Carnage","year":2018,"lang":"fi","type":"article","venue":"Appalachian heritage","topic":"Educational Reforms and Innovations","field":"Environmental Science","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":"Poetry; Newspaper; Art; History; Art history; Literature; Media studies; Sociology","authors":[{"name":"James Owens","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01399737488361776,"gpt":0.2539317661706681,"spread":0.2399343912870504,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002595578,0.0002158569,0.0001549087,0.00005224203,0.0005013031,0.0001003301,0.0003834424,0.0001243419,0.02963797],"category_scores_gemma":[0.00005736112,0.000198034,0.00008155556,0.0006113754,0.0006874919,0.0003993256,0.0001825537,0.0002276077,0.01994326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002202564,"about_ca_system_score_gemma":0.00005933824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007660206,"about_ca_topic_score_gemma":0.0004057966,"domain_scores_codex":[0.998376,0.00003473404,0.0003305911,0.0004253234,0.0003564749,0.000476882],"domain_scores_gemma":[0.9991383,0.00003014816,0.0001098894,0.0004982109,0.00003453746,0.0001889023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005241197,0.001516462,0.415669,0.0001123556,0.0001669443,0.00003201184,0.01381086,0.0000157948,0.03868563,0.2535625,0.1604033,0.1159728],"study_design_scores_gemma":[0.0001799547,0.000186065,0.3798893,0.0000279882,0.0000147656,0.000008875645,0.0009974285,0.0001543341,0.000553966,0.001578974,0.6161092,0.000299191],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5890563,0.00008580096,0.0001401385,0.002627785,0.001016709,0.0002177539,0.00004750109,0.00004270716,0.4067654],"genre_scores_gemma":[0.9337992,0.00003066898,0.001684894,0.001694124,0.001135872,0.00001904709,0.00002603321,0.00003162311,0.06157851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4557059,"threshold_uncertainty_score":0.9808198,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1805820378","doi":"10.1353/aph.2002.0039","title":"Family Gathering by Fred Chappell (review)","year":2002,"lang":"en","type":"article","venue":"Appalachian heritage","topic":"American Literature and Culture","field":"Arts and Humanities","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":"Wife; Plot (graphics); Character (mathematics); History; Appalachia; Sociology; Law; Genealogy; Psychoanalysis; Psychology; Political science","authors":[{"name":"Brenda Kay Ledford","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01706362434153294,"gpt":0.1813819480587559,"spread":0.164318323717223,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005813807,0.0002200792,0.0002617561,0.00002062239,0.0002076902,0.00009970588,0.0002132983,0.00004541918,0.01071795],"category_scores_gemma":[0.000005277013,0.0001779217,0.0001271036,0.00005331483,0.0001589499,0.0001882671,0.00002814076,0.0002171785,0.001146576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001378622,"about_ca_system_score_gemma":0.000003217849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005503005,"about_ca_topic_score_gemma":0.00002777304,"domain_scores_codex":[0.9990008,0.00003762756,0.0002192927,0.0002661006,0.0001649632,0.000311182],"domain_scores_gemma":[0.9994936,0.00001285875,0.00007750754,0.0002811935,0.00003225329,0.0001026134],"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":[0.000002686429,0.0001069442,0.00003346647,0.0001895497,0.00003828411,0.00001679515,0.0194998,1.194741e-7,0.0008436224,0.01673258,0.9556699,0.006866217],"study_design_scores_gemma":[0.0001392308,0.00005349751,0.00001795489,0.0001874628,0.00002093893,0.000003416065,0.001722024,0.00003228498,0.00001222019,0.00003623256,0.9975213,0.0002534728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007520199,0.1163711,0.00002483611,0.001098031,0.0003797292,0.0003497363,0.0001406329,0.000263835,0.873852],"genre_scores_gemma":[0.6989715,0.00585677,0.00009666893,0.02207272,0.001310204,0.00006852859,0.0001026763,0.00008477944,0.2714362],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6914513,"threshold_uncertainty_score":0.9996312,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2089517486","doi":"10.1353/aph.2012.0006","title":"Mark Powell's Auspicious Entry Into the Regional Literary Scene","year":2012,"lang":"en","type":"article","venue":"Appalachian heritage","topic":"American Political and Social Dynamics","field":"Arts and Humanities","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":"Verisimilitude; History; Narrative; Mile; Quarter (Canadian coin); Feeling; Law; Sociology; Art history; Art; Political science; Psychology; Literature; Archaeology; Geography","authors":[{"name":"George Brosi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01493466077296958,"gpt":0.2226220351231349,"spread":0.2076873743501653,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001492598,0.000171731,0.0001702831,0.00002742377,0.0005731398,0.0001226208,0.0002332946,0.00005295427,0.001886578],"category_scores_gemma":[0.00001883852,0.0001186857,0.0001323806,0.00004004998,0.0007834014,0.0002208128,0.00007992311,0.0002410318,0.0004519399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004441022,"about_ca_system_score_gemma":0.00002670598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005810161,"about_ca_topic_score_gemma":0.0001618102,"domain_scores_codex":[0.9988381,0.00009976756,0.0002037737,0.0001509614,0.0002022347,0.0005051605],"domain_scores_gemma":[0.9993713,0.0001091059,0.00005707251,0.000242518,0.00003134256,0.0001886409],"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":[0.0000134682,0.0001141315,0.003381605,0.0000191907,0.00003320831,0.000004882412,0.08936918,1.020608e-7,0.000006087269,0.8887694,0.01226713,0.006021565],"study_design_scores_gemma":[0.0001423615,0.00004647545,0.0049654,0.00001590783,0.00002414427,0.000004295481,0.01049263,0.00005137322,0.000001485742,0.01511151,0.9689038,0.0002405719],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4846137,0.002261178,0.00005372757,0.006967863,0.001040112,0.0002844779,0.00004592368,0.0001954908,0.5045375],"genre_scores_gemma":[0.952076,0.00003907787,0.0001356192,0.00675377,0.003021413,0.00002010841,0.00003829193,0.00002935889,0.03788638],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9566367,"threshold_uncertainty_score":0.9990258,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1973606114","doi":"10.1353/aph.2002.0003","title":"North to River Rouge","year":2002,"lang":"en","type":"article","venue":"Appalachian heritage","topic":"American Literature and Culture","field":"Arts and Humanities","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":"Population; Quarter (Canadian coin); Memphis; History; Ancient history; Archaeology; Art history; Geography; Art; Economic history; Demography; Sociology","authors":[{"name":"Gayle Compton","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01883125956861803,"gpt":0.180846663084383,"spread":0.1620154035157649,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002120716,0.0001565103,0.000152356,0.00003790893,0.0002299084,0.0001525914,0.0001721044,0.00002973734,0.009942695],"category_scores_gemma":[0.000005984245,0.0001258268,0.00007992903,0.00006701965,0.00009941951,0.000184776,0.00003282328,0.0001474435,0.00281867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000139511,"about_ca_system_score_gemma":0.000002903453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000677397,"about_ca_topic_score_gemma":0.0009382486,"domain_scores_codex":[0.9992285,0.00002161264,0.0001327211,0.0002223586,0.0001338885,0.0002609427],"domain_scores_gemma":[0.9995483,0.0000098275,0.00003238497,0.000239086,0.00003620584,0.0001341834],"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":[0.00001281492,0.0001707519,0.002727796,0.00002504528,0.00005428039,0.00006773065,0.4029556,0.000003275727,0.0000453262,0.2218351,0.3630813,0.009021004],"study_design_scores_gemma":[0.0001100757,0.00008263344,0.001247766,0.000009751195,0.00001018776,0.000002653223,0.002248374,0.00001162582,0.000003441258,0.00009665386,0.995973,0.0002038474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3022459,0.0004452885,0.00002239308,0.001905454,0.0004361079,0.0002471824,0.00008156785,0.000215175,0.6944009],"genre_scores_gemma":[0.8759472,0.00000535553,0.0002030789,0.005676666,0.001081315,0.0000205595,0.00001501945,0.0000222871,0.1170285],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6328917,"threshold_uncertainty_score":0.9979578,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}