{"id":"W4318389351","doi":"10.29173/writingacrossuofa47","title":"How Labels both Nurture and Impair the Acadamic Performance of Gifted and Talented Students","year":2023,"lang":"en","type":"article","venue":"Writing across the University of Alberta","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Nature versus nurture; Psychology; Mathematics education; Gifted education; Pedagogy; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006676799,0.0002640678,0.0002041064,0.00037714,0.0006154707,0.001239712,0.0003500192,0.0006285836,0.003539112],"category_scores_gemma":[0.002646816,0.0001585629,0.0001137504,0.0001462998,0.001126485,0.00036916,0.0007876923,0.0006465914,0.0005056228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006915824,"about_ca_system_score_gemma":0.001316365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0128108,"about_ca_topic_score_gemma":0.02674009,"domain_scores_codex":[0.9994994,0.0001259852,0.00003690407,0.00006625694,0.0001729861,0.0000984101],"domain_scores_gemma":[0.9984953,0.0002566546,0.0004106961,0.0001156537,0.0001567426,0.0005649859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006914259,0.008892631,0.4660549,0.0004321331,0.0002656933,0.007159698,0.01936297,0.001835642,0.2891849,0.008566484,0.008066833,0.1832637],"study_design_scores_gemma":[0.0002658288,0.005620356,0.8561284,0.0002893553,0.0002403628,0.006250351,0.01206894,0.001697543,0.0978792,0.008503898,0.01093702,0.000118846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981089,0.00004916619,0.00005731781,0.000119587,0.00001274648,0.000002761926,0.00001840825,0.000009340533,0.001621853],"genre_scores_gemma":[0.9973263,0.00007063836,0.000219428,0.00009261254,0.000002725923,0.000004876809,0.00002914708,0.0000049754,0.002249333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0128108,"threshold_uncertainty_score":0.02547246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01706750118042238,"score_gpt":0.255970274679833,"score_spread":0.2389027734994106,"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."}}