{"id":"W2152116125","doi":"10.20360/g2t88q","title":"Challenges and Responsibilities Facing Canadian Literacy Researchers Working in Global Communities","year":2011,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island; University of British Columbia","funders":"University of Otago","keywords":"Publishing; Literacy; Government (linguistics); Public relations; Political science; Project commissioning; Economic growth; Developing country; Information literacy; Public administration; Sociology; Economics; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.1010267,0.0008287268,0.001255133,0.006965039,0.08412579,0.03113413,0.006417516,0.01154845,0.009103463],"category_scores_gemma":[0.1031044,0.001500036,0.001099559,0.01042141,0.03870516,0.00819078,0.0223742,0.01167919,0.00158945],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1312348,"about_ca_system_score_gemma":0.4891663,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9521732,"about_ca_topic_score_gemma":0.9786485,"domain_scores_codex":[0.8916315,0.04984405,0.003849088,0.006230648,0.01916733,0.02927729],"domain_scores_gemma":[0.7481327,0.06247255,0.007821486,0.006797237,0.07611677,0.09865917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002461556,0.0002255245,0.02408799,0.001326429,0.00009010251,0.003937158,0.6133119,0.0006374611,0.001563743,0.09125481,0.09901901,0.1642998],"study_design_scores_gemma":[0.00005565265,0.00006475699,0.007283339,0.001116573,0.00003992928,0.0008587065,0.7394961,0.0002690864,0.0002848055,0.01342489,0.2368618,0.0002444654],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1333642,0.02068159,0.004128185,0.7215421,0.005689655,0.0006715074,0.0002552863,0.0002500025,0.1134175],"genre_scores_gemma":[0.7986041,0.02054204,0.02058435,0.1020607,0.001164384,0.0008921931,0.0002843979,0.000248956,0.05561887],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9521732,"threshold_uncertainty_score":0.9521798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09314828128732684,"score_gpt":0.3786111783263848,"score_spread":0.285462897039058,"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."}}