{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007598497,0.001040907,0.0008276551,0.00142194,0.001987729,0.006168898,0.001179673,0.001979416,0.1196677],"category_scores_gemma":[0.00220641,0.0002093195,0.0006167076,0.001455577,0.001482978,0.002431669,0.002816222,0.002922128,0.0634756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003354133,"about_ca_system_score_gemma":0.002876587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005932357,"about_ca_topic_score_gemma":0.006784316,"domain_scores_codex":[0.9992402,0.0002001166,0.0000347121,0.0001486498,0.0002476029,0.0001287297],"domain_scores_gemma":[0.9994705,0.0001202452,0.00003699317,0.00005960522,0.0002176842,0.00009504217],"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":[0.0001402351,0.0001223552,0.000707907,0.001112082,0.00001189107,0.001532843,0.005750457,0.0002331783,0.001086368,0.2420347,0.4822986,0.2649693],"study_design_scores_gemma":[0.000003545183,0.000004041782,0.00007996775,0.0001482921,0.000001354388,0.0001675069,0.000295649,0.0000140721,0.00005415297,0.001840287,0.9973889,0.000002152618],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002096931,0.01133814,0.001871593,0.00469044,0.004638558,0.00006983837,0.0007175842,0.0003695345,0.9742073],"genre_scores_gemma":[0.03046665,0.01424805,0.003090622,0.002731492,0.001799347,0.0001636114,0.001300048,0.0005119576,0.9456882],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1196677,"threshold_uncertainty_score":0.4003282,"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."}}