{"id":"W7100306262","doi":"","title":"Education Commons This Magazine is brought to you for free and open access by TopSCHOLAR®. It has been accepted for inclusion in Gifted Studies Publications by an","year":2016,"lang":"en","type":"article","venue":"","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CONTEST; Quarter (Canadian coin); Inclusion (mineral); Picnic; State (computer science); House of Commons","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008357176,0.0002353311,0.0003275213,0.0002798474,0.0007587382,0.0005506109,0.001802873,0.0001507121,0.002068837],"category_scores_gemma":[0.0005425006,0.0001832069,0.00003898449,0.0005487188,0.0001045579,0.002096645,0.00181799,0.0000862759,0.00002492055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001497222,"about_ca_system_score_gemma":0.0001970127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001584817,"about_ca_topic_score_gemma":0.008752729,"domain_scores_codex":[0.9981013,0.0001450871,0.0005152907,0.0007097458,0.0001534187,0.0003751697],"domain_scores_gemma":[0.997619,0.000466559,0.0001910422,0.000912399,0.0006056754,0.0002053781],"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":[0.0001178032,0.001188289,0.04285411,0.00002360505,0.00007426088,1.776234e-8,0.008389829,2.1078e-8,0.00186717,0.002811224,0.9063239,0.03634984],"study_design_scores_gemma":[0.003102205,0.0003112848,0.07295983,0.00005610127,0.00005748301,8.731085e-7,0.004103963,0.000004502444,0.001246386,0.01060023,0.907176,0.0003811457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4412289,0.001097978,0.006886262,0.5199803,0.001124084,0.007317291,0.002342937,0.0001347576,0.01988753],"genre_scores_gemma":[0.6047515,0.0003526203,0.009491309,0.04129796,0.0005036072,0.01637168,0.003719015,0.0001561038,0.3233563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4786823,"threshold_uncertainty_score":0.9988434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1713412212242913,"score_gpt":0.4946928292379928,"score_spread":0.3233516080137016,"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."}}