{"id":"W4237116467","doi":"10.1017/9781108698214","title":"En Contexto","year":2021,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Literacy and Educational Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Punctuation; Spelling; Grammar; Vocabulary; Computer science; Reading (process); Resource (disambiguation); Writing process; Plan (archaeology); Process (computing); Mathematics education; Linguistics; Psychology; Artificial intelligence; History","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":[0.0003383589,0.0001613551,0.0002209412,0.00007885182,0.0005685062,0.0001512074,0.0005050864,0.0003337193,0.00005227969],"category_scores_gemma":[0.0001742631,0.000206477,0.0001464143,0.00001632226,0.0002987614,0.000315672,0.000164701,0.0004295571,0.00004460598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005359619,"about_ca_system_score_gemma":0.002306548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001897208,"about_ca_topic_score_gemma":0.00004761463,"domain_scores_codex":[0.9985301,0.0004100743,0.0001173978,0.0003334141,0.0003581489,0.000250803],"domain_scores_gemma":[0.9984174,0.0006684532,0.0001788272,0.0002674681,0.0002847743,0.0001831208],"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":[0.00001350767,0.00001065458,0.000002507496,0.00002195805,0.00005593996,0.00008060088,0.00190656,1.28566e-7,0.000001628714,0.6108106,0.3864545,0.0006414268],"study_design_scores_gemma":[0.0001326013,0.00000715345,0.00002159285,0.00009062403,0.0001058787,0.000002356445,0.002482808,7.496846e-7,0.00001524479,0.00002012473,0.9968921,0.0002287938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009403937,0.0003698255,0.00002818188,0.0003122913,0.0008834492,0.0002024056,0.0001021691,0.00007651588,0.9979311],"genre_scores_gemma":[0.0004448117,0.0002226073,0.00008625344,0.0002593867,0.001037534,7.143638e-7,0.0001094835,0.00001522058,0.997824],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6107905,"threshold_uncertainty_score":0.8419886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05897609969609465,"score_gpt":0.3181574074841123,"score_spread":0.2591813077880177,"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."}}