{"id":"W3172957628","doi":"10.12968/sece.2020.3.1","title":"A quarter face literacy barriers to GCSE success","year":2020,"lang":"en","type":"article","venue":"SecEd","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Face (sociological concept); Literacy; Psychology; Mathematics education; Pedagogy; Sociology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009945973,0.00024471,0.000486814,0.0008023106,0.001531745,0.001989764,0.0006102654,0.0009864259,0.02709245],"category_scores_gemma":[0.006375524,0.0002080358,0.000422316,0.0009829735,0.0006045846,0.0008212051,0.00199925,0.001671868,0.003965621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001089964,"about_ca_system_score_gemma":0.005892558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04076924,"about_ca_topic_score_gemma":0.08568748,"domain_scores_codex":[0.9985062,0.0001514449,0.00009140961,0.0000852362,0.000358657,0.0008069659],"domain_scores_gemma":[0.9947029,0.0009516096,0.0009807192,0.000158614,0.0007946037,0.002411505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001327777,0.0004852351,0.7558255,0.0003119161,0.00004815005,0.002269958,0.007549969,0.0001297217,0.0007462005,0.002189158,0.06984493,0.1604666],"study_design_scores_gemma":[0.0000306317,0.0004448366,0.8289291,0.001000091,0.00004481154,0.003321036,0.09195372,0.0004023644,0.0005812734,0.001999498,0.0712382,0.00005447053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9418908,0.001504579,0.0003022244,0.02206579,0.0007162876,0.0001008995,0.001246378,0.0001735504,0.03199955],"genre_scores_gemma":[0.9701781,0.001482447,0.0003844146,0.006327196,0.0001333976,0.00005931279,0.0006335305,0.00004532835,0.02075625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04076924,"threshold_uncertainty_score":0.09063327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02742581352892496,"score_gpt":0.3772643414557705,"score_spread":0.3498385279268456,"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."}}