{"meta":{"query_hash":"b9c9e017c0db","filters":{"venue":"Concept eBooks"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/b9c9e017c0db","api":"https://metacan.xera.ac/api/v1/cohort?venue=Concept+eBooks"},"results":[{"id":"W1583414479","doi":"","title":"The 2014 Popular Education Network Conference","year":2014,"lang":"en","type":"book-chapter","venue":"Concept eBooks","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Roads University","funders":"","keywords":"Popular education; Media studies; Status quo; Politics; Sociology; Higher education; Political science; Public relations; Pedagogy; Law","score_opus":0.02884821841738282,"score_gpt":0.29036562132404226,"score_spread":0.2615174029066594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1583414479","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000004955285,0.0017984182,0.00006305717,0.0017202504,0.0066643865,0.0003677164,0.0000041056173,0.000056129815,0.989321],"genre_scores_gemma":[0.0068993843,0.00091659423,0.000034409495,0.0005835603,0.004437813,0.000030137202,0.000018710107,0.00002199838,0.9870574],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987532,0.000053452906,0.00024266679,0.00025866643,0.000361312,0.00033071724],"domain_scores_gemma":[0.99881315,0.00009172124,0.00029329504,0.00034393548,0.00032554378,0.00013236883],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00035440564,0.00019597204,0.00023046692,0.00002211202,0.0019682604,0.00018786722,0.00045238994,0.00024486848,0.0005758725],"category_scores_gemma":[0.000039785653,0.00012693975,0.00013517897,0.000010260272,0.0010961323,0.000025286567,0.00009168672,0.0002498953,0.00061790866],"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":[0.0000013454811,0.0000012785806,0.0000057025395,0.0000016644298,0.000021860644,1.7085571e-7,0.0025038766,3.4264428e-7,4.808636e-8,0.67874914,0.20810536,0.11060923],"study_design_scores_gemma":[0.000043240485,0.000013201819,0.000008401035,0.000058970185,0.00003066129,3.646474e-7,0.00299814,5.1034135e-7,3.4458907e-7,0.067372076,0.92929304,0.00018102466],"about_ca_topic_score_codex":0.00032362365,"about_ca_topic_score_gemma":0.00072208623,"teacher_disagreement_score":0.7211877,"about_ca_system_score_codex":0.00011965432,"about_ca_system_score_gemma":0.0009788213,"threshold_uncertainty_score":0.99933106},"labels":[],"label_agreement":null},{"id":"W2566761693","doi":"","title":"Book Rerview: Carol Roy (2016) Documentary Film Festivals: Transformative Learning, Community Building and Solidarity","year":2016,"lang":"en","type":"book-chapter","venue":"Concept eBooks","topic":"Adult and Continuing Education Topics","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":"Transformative learning; Solidarity; Social connectedness; Sociology; Media studies; Documentary film; Action (physics); Visual arts; Pedagogy; Political science; Art; Psychology; Law; Social psychology","score_opus":0.02117338849043505,"score_gpt":0.30070544097485924,"score_spread":0.2795320524844242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2566761693","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00047947493,0.0065159355,0.000270491,0.0011215257,0.0005319651,0.00059104146,0.000043947606,0.00017746839,0.9902682],"genre_scores_gemma":[0.024768597,0.0011587281,0.00007424392,0.0011877456,0.0006305429,0.00003324363,0.00001967322,0.000043064883,0.97208416],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980556,0.0004902333,0.00040120122,0.00029817843,0.00036081,0.00039402445],"domain_scores_gemma":[0.99847794,0.00042211573,0.00034391132,0.0003221518,0.00020131767,0.00023253969],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00075462344,0.00034729333,0.00047017605,0.000085574924,0.001610798,0.00013925218,0.00044715832,0.0004335362,0.0016417447],"category_scores_gemma":[0.000110081375,0.000315687,0.00015564846,0.000012699434,0.0012306437,0.00024237484,0.000118059375,0.0011671091,0.00005249582],"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":[0.000028833947,0.00002201212,0.00009501191,0.00011847994,0.0002033835,0.000007459235,0.2936248,4.2399537e-7,0.000025025509,0.267924,0.07309901,0.36485156],"study_design_scores_gemma":[0.00031442722,0.00006219496,0.000020409532,0.0005929688,0.00007611188,0.0000017640717,0.004479684,0.0000013181761,0.000071001145,0.019027416,0.9749528,0.00039988675],"about_ca_topic_score_codex":0.000997757,"about_ca_topic_score_gemma":0.00060175196,"teacher_disagreement_score":0.9018538,"about_ca_system_score_codex":0.00021446591,"about_ca_system_score_gemma":0.00046044766,"threshold_uncertainty_score":0.99992955},"labels":[],"label_agreement":null}]}