{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001548,0.00005010969,0.0000787662,0.00002485613,0.0002016741,0.0001289397,0.0001672218,0.00003635269,0.001229522],"category_scores_gemma":[0.0002906627,0.00004769165,0.0000315247,0.0003250695,0.00002440574,0.0001552138,0.00001311834,0.00004853386,0.0007188616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002663301,"about_ca_system_score_gemma":0.0001880519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002582404,"about_ca_topic_score_gemma":0.0002917724,"domain_scores_codex":[0.9993253,0.0001089031,0.0001071807,0.000130092,0.0001487369,0.0001798363],"domain_scores_gemma":[0.999183,0.00003842752,0.00002932899,0.00008838302,0.00005586079,0.0006049725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000060329,0.000004415243,0.00852116,0.000008432808,0.000005319309,7.749646e-7,0.9237138,0.000003284649,0.0002714939,0.007391024,0.05903418,0.001040077],"study_design_scores_gemma":[0.00008764953,0.00002191305,0.001811514,0.000007951673,0.000002017807,1.103825e-7,0.06811959,0.000009197774,0.00008121772,0.00006257276,0.9297061,0.00009015975],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.869996,0.00003027225,0.0001123281,0.0894597,0.000433846,0.000221025,0.00001036088,0.00007344406,0.03966307],"genre_scores_gemma":[0.9876921,0.000002017279,0.00005769137,0.009378734,0.0008025001,0.000015356,0.000001926193,0.000005217642,0.002044454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8706719,"threshold_uncertainty_score":0.9996835,"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."}}