{"id":"W2169203925","doi":"10.1002/jaal.314","title":"Studying New Literacies","year":2014,"lang":"en","type":"article","venue":"Journal of Adolescent & Adult Literacy","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":187,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Literacy; Pedagogy; Sociology; Psychology; Mathematics education; Literacy education","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004057832,0.0002203403,0.000349652,0.0002926381,0.000219497,0.0008745139,0.0003177546,0.0000415869,0.0006361557],"category_scores_gemma":[0.0003341774,0.0001668314,0.0002273679,0.00007017051,0.00007109267,0.001874495,0.0000335062,0.0003950903,0.0001209521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007001927,"about_ca_system_score_gemma":0.0001297157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004935096,"about_ca_topic_score_gemma":0.00001460047,"domain_scores_codex":[0.9980606,0.0001195776,0.0008669706,0.0001697272,0.0004659863,0.0003170837],"domain_scores_gemma":[0.9976391,0.0001454617,0.0006399697,0.0002439426,0.001045474,0.0002860899],"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":[0.000126984,0.0005084813,0.009620586,0.000196371,0.00006175259,0.00001095492,0.8322263,0.00000577917,0.00004100914,0.007064968,0.04539508,0.1047417],"study_design_scores_gemma":[0.00170289,0.0004456778,0.009847969,0.001937949,0.0001184752,0.00008000269,0.03073999,0.0001604717,0.0002121578,0.004617119,0.949738,0.0003992994],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859793,0.001151048,0.0004978535,0.002810167,0.006977828,0.0001410986,0.000005605098,0.00004077136,0.002396293],"genre_scores_gemma":[0.9775836,0.0001035302,0.000844794,0.002812609,0.01350817,0.000001359138,0.000008639445,0.00002761517,0.005109654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9043429,"threshold_uncertainty_score":0.8432957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02285144577060732,"score_gpt":0.2585193092526543,"score_spread":0.2356678634820469,"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."}}