{"meta":{"query_hash":"423d3599aeab","filters":{"venue":"Gifted Child Today"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/423d3599aeab","api":"https://metacan.xera.ac/api/v1/cohort?venue=Gifted+Child+Today"},"results":[{"id":"W1970410202","doi":"10.4219/gct-2001-528","title":"Through Another's Eyes: Moving beyond the Classroom: Bringing the past and Future Together for Enrichment Students","year":2001,"lang":"en","type":"article","venue":"Gifted Child Today","topic":"Education Systems and Policy","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":"Diversity (politics); Politics; Mathematics education; Pedagogy; Mill; Selection (genetic algorithm); Psychology; Place-based education; Sociology; Environmental education; Political science; Geography; Archaeology","score_opus":0.01772569889832654,"score_gpt":0.32441121907834297,"score_spread":0.30668552018001644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970410202","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46233076,0.00570611,0.004181784,0.3434133,0.0027143066,0.00013743641,0.000063096035,0.00024503833,0.1812081],"genre_scores_gemma":[0.92095226,0.0029417255,0.0032553223,0.019784955,0.00034223884,0.00012343813,0.000044117907,0.000101016754,0.052455008],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964914,0.0017883594,0.00004825946,0.0001968416,0.00028624665,0.0011888832],"domain_scores_gemma":[0.9958598,0.0003828872,0.00018262658,0.00012296873,0.0002985652,0.0031531928],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003824213,0.00038034024,0.00039902076,0.00068587693,0.04156004,0.014958126,0.0015696394,0.004465083,0.008610686],"category_scores_gemma":[0.0039923806,0.00041386156,0.0004530572,0.0005062758,0.016068822,0.0120333815,0.013924178,0.0073701153,0.0014531112],"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":[0.000060484836,0.00043253758,0.007058939,0.00014366156,0.0000115986995,0.0012461556,0.8068697,0.00006220738,0.0009171504,0.029969495,0.08463795,0.06859011],"study_design_scores_gemma":[0.000017966524,0.00008837818,0.003303639,0.00016626598,0.000014258876,0.0003206273,0.7178316,0.00005290575,0.00036987444,0.008949133,0.26884717,0.00003817213],"about_ca_topic_score_codex":0.029690916,"about_ca_topic_score_gemma":0.11933106,"teacher_disagreement_score":0.04156004,"about_ca_system_score_codex":0.008689407,"about_ca_system_score_gemma":0.015168329,"threshold_uncertainty_score":0.063046336},"labels":[],"label_agreement":null},{"id":"W4392810791","doi":"10.1177/10762175231222300","title":"Effective Identification Through Multiple Criteria","year":2024,"lang":"en","type":"article","venue":"Gifted Child Today","topic":"Cognitive Abilities and Testing","field":"Psychology","cited_by":6,"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 Calgary","funders":"","keywords":"Identification (biology); Psychology; Mathematics education","score_opus":0.020512030408669443,"score_gpt":0.3271924192452599,"score_spread":0.30668038883659043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392810791","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07846223,0.00055588246,0.89563674,0.0020254566,0.0001580016,0.0013778983,0.00018782847,0.0011281134,0.020467876],"genre_scores_gemma":[0.31336376,0.00012290335,0.6827679,0.00021651539,0.000041956653,0.0006183566,0.00022787138,0.00013290644,0.0025078682],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9577611,0.023617366,0.0038064593,0.0032451614,0.0103503065,0.0012196181],"domain_scores_gemma":[0.9238551,0.036983438,0.005269959,0.006908152,0.02499028,0.0019930934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.037327264,0.0015984655,0.0015805914,0.0074127293,0.002282385,0.006039101,0.0022868447,0.0020300383,0.0046774736],"category_scores_gemma":[0.10823861,0.0006242186,0.001044889,0.003691457,0.0024740784,0.0079189865,0.0074946275,0.0023166686,0.0011743378],"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":[0.00066997367,0.00065332034,0.037001166,0.00069093413,0.0002535164,0.0003701105,0.0063716057,0.020389032,0.010159789,0.13106142,0.008416703,0.7839625],"study_design_scores_gemma":[0.0002983214,0.001274107,0.026601749,0.0010257573,0.00032375922,0.0011663556,0.010264104,0.5226022,0.028790079,0.36016694,0.046919256,0.0005673395],"about_ca_topic_score_codex":0.0031765879,"about_ca_topic_score_gemma":0.0030003793,"teacher_disagreement_score":0.037327264,"about_ca_system_score_codex":0.0027770957,"about_ca_system_score_gemma":0.0052869357,"threshold_uncertainty_score":0.19740778},"labels":[],"label_agreement":null},{"id":"W4392817402","doi":"10.1177/10762175231222301","title":"What Makes for an Effective Gifted and Talented Screener?","year":2024,"lang":"en","type":"article","venue":"Gifted Child Today","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":5,"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 Calgary","funders":"U.S. Department of Education","keywords":"Psychology; Gifted education; Mathematics education; Pedagogy; Developmental psychology","score_opus":0.06491974109538945,"score_gpt":0.46080867653155716,"score_spread":0.3958889354361677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392817402","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02230949,0.028210338,0.032612965,0.8668477,0.007379962,0.0012445892,0.0004543737,0.002068335,0.038872186],"genre_scores_gemma":[0.34998155,0.030779589,0.36720833,0.2255894,0.005204737,0.0030161112,0.0005551346,0.0011370624,0.01652806],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9630097,0.019383298,0.0036252888,0.001748506,0.010368965,0.0018642764],"domain_scores_gemma":[0.8882389,0.05968977,0.009686199,0.0041522766,0.018346423,0.019886518],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04293458,0.0011491479,0.0020422467,0.0037304282,0.0038468484,0.0068936977,0.0029805794,0.012190962,0.0107925525],"category_scores_gemma":[0.18710716,0.0008488238,0.0012676844,0.0011812499,0.0081358645,0.008632588,0.003629466,0.0069617056,0.0068418784],"study_design_candidate":"observational","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":[0.0005772875,0.0012249461,0.041392706,0.003071119,0.00015240791,0.0027855926,0.006592227,0.00064519385,0.002222493,0.018653268,0.31653613,0.6061467],"study_design_scores_gemma":[0.00082265126,0.0029198653,0.10989766,0.030937754,0.00077893963,0.017189259,0.036324788,0.0029823554,0.009990244,0.09617148,0.69110054,0.0008845503],"about_ca_topic_score_codex":0.0065361126,"about_ca_topic_score_gemma":0.0107139805,"teacher_disagreement_score":0.04293458,"about_ca_system_score_codex":0.0037546966,"about_ca_system_score_gemma":0.011723716,"threshold_uncertainty_score":0.22706246},"labels":[],"label_agreement":null},{"id":"W4402932820","doi":"10.1177/10762175241263983","title":"How Does Your Identification System Measure Up? A Guide to Applying the CASA Criteria to Gifted and Talented Identification Systems","year":2024,"lang":"en","type":"article","venue":"Gifted Child Today","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","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 Calgary","funders":"","keywords":"Identification (biology); Measure (data warehouse); Psychology; Mathematics education; Gifted education; Computer science; Data mining","score_opus":0.020389043008330367,"score_gpt":0.27538223873066053,"score_spread":0.25499319572233015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402932820","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004402836,0.006496487,0.81086504,0.026189886,0.0014874132,0.008252661,0.006080524,0.005650447,0.13057469],"genre_scores_gemma":[0.018057428,0.0034246221,0.94361067,0.0027289928,0.00016955195,0.0049292673,0.0016765662,0.00072749617,0.024675399],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9784802,0.013859818,0.0026001662,0.00071631523,0.0039862287,0.00035726788],"domain_scores_gemma":[0.9396155,0.036180004,0.0026472602,0.0032342186,0.016888278,0.0014346661],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.029275352,0.0019401459,0.0014173203,0.007401654,0.0026749494,0.0071786894,0.0029385597,0.003380506,0.031747203],"category_scores_gemma":[0.094878666,0.0015499104,0.0015870777,0.004434746,0.0038252631,0.0061354833,0.0029298074,0.005093406,0.02508706],"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":[0.00008468835,0.000285438,0.0042478703,0.0014718965,0.00006574384,0.00036404454,0.005464219,0.004014859,0.001467597,0.16540372,0.4218133,0.3953166],"study_design_scores_gemma":[0.000046642894,0.00022093992,0.004980331,0.0025961325,0.000049450737,0.0007916526,0.004843659,0.011444043,0.0019424385,0.11726319,0.85557383,0.00024779592],"about_ca_topic_score_codex":0.013527586,"about_ca_topic_score_gemma":0.023169039,"teacher_disagreement_score":0.031747203,"about_ca_system_score_codex":0.0045304485,"about_ca_system_score_gemma":0.010889449,"threshold_uncertainty_score":0.15482473},"labels":[],"label_agreement":null}]}