{"id":"W7096099951","doi":"","title":"CANADIAN LANGUAGE &amp;amp; LITERACY RESEARCH NETWORK","year":2010,"lang":"en","type":"article","venue":"","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Literacy; Qualitative research; Action research; On Language","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002277034,0.0007761928,0.0007669854,0.008824425,0.01475848,0.006658294,0.001789083,0.001779508,0.2675401],"category_scores_gemma":[0.01133631,0.0004718407,0.0005114895,0.008221081,0.002000347,0.002299769,0.002534052,0.002270056,0.02783138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06008591,"about_ca_system_score_gemma":0.23105,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9835706,"about_ca_topic_score_gemma":0.9909895,"domain_scores_codex":[0.9969401,0.000236947,0.00008963945,0.0002542446,0.001572477,0.0009066773],"domain_scores_gemma":[0.9821832,0.001873001,0.0003654801,0.0004018265,0.01177228,0.003404257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007065212,0.00006367371,0.00402235,0.0002964074,0.000009440932,0.0002090915,0.0008343855,0.00007369063,0.0001198948,0.02360556,0.8982193,0.07247569],"study_design_scores_gemma":[0.0000259299,0.00002249484,0.01827092,0.0004194136,0.00002044775,0.0001052533,0.002039789,0.0002811328,0.0003925829,0.002155768,0.9762225,0.00004369343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009756058,0.00442717,0.0005783451,0.03670892,0.001242607,0.0002797384,0.04571787,0.0005554541,0.9007339],"genre_scores_gemma":[0.05357366,0.004219203,0.002118814,0.002923816,0.0001357168,0.0001983684,0.009545753,0.0001842379,0.9271004],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7324599,"threshold_uncertainty_score":0.8950109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09700176069438202,"score_gpt":0.3313279782562176,"score_spread":0.2343262175618356,"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."}}