{"id":"W2474005262","doi":"10.1080/13575279.2016.1188759","title":"Individual Differences in Speech and Language Ability Profiles in Areas of High Deprivation","year":2016,"lang":"en","type":"article","venue":"Child Care in Practice","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Grammar; Vocabulary; Psychology; Articulation (sociology); Linguistics; Language Experience Approach; Language development; Developmental psychology; Comprehension approach; Language education; Mathematics education","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008347697,0.00006009682,0.0001120256,0.000130469,0.00004370237,0.00002712703,0.0001164438,0.00007048718,0.00004621116],"category_scores_gemma":[0.003384422,0.00004727794,0.000009002277,0.000294692,0.0000964239,0.0004251055,0.0000386032,0.0001126882,0.000003124828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001231893,"about_ca_system_score_gemma":0.0002712307,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008432545,"about_ca_topic_score_gemma":0.02041235,"domain_scores_codex":[0.9989243,0.0002982846,0.0002161508,0.0001823351,0.0002451057,0.0001338152],"domain_scores_gemma":[0.9990524,0.0006403623,0.0001081749,0.00009976916,0.00006316229,0.00003615159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001678783,0.00007345733,0.8450058,0.000008658331,0.000002596318,0.000002164059,0.1082031,1.114728e-7,0.00001284017,0.002238333,0.000009944349,0.0444263],"study_design_scores_gemma":[0.0003203403,0.00001696979,0.9358468,0.0001102623,0.000002760489,7.810142e-7,0.06241063,6.758169e-8,0.0002947999,0.0006069782,0.0003246618,0.00006492714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987028,0.0003386663,0.000002048088,0.005637539,0.0001025442,0.0002425015,0.00000555847,0.00001013749,0.006632989],"genre_scores_gemma":[0.9990242,0.0001904138,0.0005716109,0.0001318812,0.00004136983,0.00001423285,0.000005171364,0.000002989078,0.00001817123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09084108,"threshold_uncertainty_score":0.9981704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0143127642850294,"score_gpt":0.3014844958403909,"score_spread":0.2871717315553615,"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."}}