{"id":"W4242031270","doi":"10.4018/978-1-7998-1213-5.ch048","title":"An Integral Analysis of Labeling, Inclusion, and the Impact of the K-12 School Experience on Gifted Boys","year":2019,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology; Praxis; Inclusion (mineral); Perspective (graphical); Mathematics education; Pedagogy; Gifted education; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004039065,0.0003657922,0.0007092396,0.0001721297,0.000190878,0.00002819946,0.0008236704,0.0003192454,0.0004895679],"category_scores_gemma":[0.00006316854,0.0001967572,0.0004937146,0.0001117166,0.0006296649,0.00003491093,0.0002952703,0.0003392863,0.00001224301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001368376,"about_ca_system_score_gemma":0.0002811481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004083759,"about_ca_topic_score_gemma":0.0006743612,"domain_scores_codex":[0.9981244,0.0001919672,0.0005833167,0.0004629395,0.000396885,0.0002405509],"domain_scores_gemma":[0.9973681,0.0001204803,0.0007292813,0.001441227,0.0002269691,0.0001139247],"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":[0.0006530444,0.0001397032,0.06981003,0.00001932764,0.002404576,0.000001262625,0.01308215,0.00002606406,0.00008771978,0.9112021,0.001476061,0.00109801],"study_design_scores_gemma":[0.007601955,0.002173319,0.6686812,0.0009896036,0.006729294,0.00002039398,0.00839199,0.0002960286,0.0002240921,0.2995227,0.003542627,0.00182685],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4921995,0.0003153888,0.00001111793,0.00005705013,0.0004814056,0.0005017567,0.0002603041,0.00001718483,0.5061563],"genre_scores_gemma":[0.9764012,0.000009412945,0.00001595507,0.0003722862,0.00008836273,0.00001722756,0.00001770432,0.00002284012,0.02305508],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6116794,"threshold_uncertainty_score":0.8023526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02107249091480748,"score_gpt":0.3489347494890717,"score_spread":0.3278622585742642,"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."}}