{"id":"W4376531905","doi":"10.58295/2375-3668.1324","title":"Toward a More Loving Framework for Literacy Education","year":2019,"lang":"en","type":"article","venue":"Occasional Paper Series","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Literacy; Pedagogy; Sociology; Psychology; Mathematics education; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.007400439,0.0006063606,0.0005545106,0.002074085,0.01249579,0.02273142,0.001633031,0.006832226,0.01542791],"category_scores_gemma":[0.006734906,0.0003596331,0.0005332322,0.000817775,0.02836907,0.0122069,0.01022864,0.01365343,0.002377222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007121543,"about_ca_system_score_gemma":0.01247669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007206079,"about_ca_topic_score_gemma":0.01711313,"domain_scores_codex":[0.9944699,0.003838206,0.0001265183,0.0003614209,0.0006114606,0.0005925265],"domain_scores_gemma":[0.9934973,0.002404543,0.0003077847,0.0005576173,0.0009949453,0.002237761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004996751,0.00005817834,0.0001525233,0.00001986197,0.000001626258,0.00002403295,0.003630535,0.00009933327,0.00009128304,0.9806944,0.009056835,0.006166226],"study_design_scores_gemma":[0.00002080276,0.0000365058,0.0004395729,0.0001914596,0.00000812666,0.00005754815,0.01076873,0.0006224423,0.0002706959,0.7231647,0.264397,0.00002245367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01522894,0.002574014,0.06423797,0.4057461,0.002425128,0.0001217703,0.00006446057,0.0003863959,0.5092152],"genre_scores_gemma":[0.7470362,0.002398399,0.06201643,0.04879216,0.003002159,0.0005269383,0.0001015524,0.0007170637,0.1354091],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02273142,"threshold_uncertainty_score":0.05167067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02372669789254025,"score_gpt":0.2819540258914867,"score_spread":0.2582273279989464,"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."}}