{"id":"W2513593683","doi":"10.4018/978-1-5225-0897-7.ch019","title":"An Integral Analysis of Labeling, Inclusion, and the Impact of the K-12 School Experience on Gifted Boys","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in higher education and professional development book series","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Praxis; Inclusion (mineral); Psychology; Perspective (graphical); Mathematics education; Gifted education; Pedagogy; Developmental psychology; Social psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003809872,0.0003003563,0.0004508555,0.0003297277,0.000342973,0.00001374403,0.000341246,0.0001784508,0.003166283],"category_scores_gemma":[0.0000336514,0.0001480715,0.00009145778,0.0001638146,0.0007234361,0.0004000313,0.0001914073,0.0002576967,0.000002904173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025962,"about_ca_system_score_gemma":0.0007001122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004634091,"about_ca_topic_score_gemma":0.0001051362,"domain_scores_codex":[0.9982787,0.0001933608,0.0006545568,0.0003908369,0.0003141119,0.0001684535],"domain_scores_gemma":[0.9983662,0.0002522244,0.0006570769,0.0004332557,0.0002085744,0.0000827035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001333485,0.0006468968,0.3159556,0.0001164221,0.0007640878,3.560532e-7,0.06104933,0.000006466806,0.00006891239,0.6034871,0.001782913,0.01478847],"study_design_scores_gemma":[0.0007730918,0.000104129,0.8009688,0.001003261,0.0001365766,0.000001415665,0.002477443,6.45754e-7,0.00007812518,0.02744559,0.1666778,0.0003331278],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.658892,0.04356658,0.00000932817,0.005163471,0.01071482,0.002216504,0.000133259,0.00004761689,0.2792565],"genre_scores_gemma":[0.4007813,0.002546821,0.0001750552,0.0007225663,0.0001078083,0.0002301392,0.00008973421,0.00002467566,0.5953218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5760415,"threshold_uncertainty_score":0.997745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02217746569415657,"score_gpt":0.381045845970259,"score_spread":0.3588683802761025,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}