{"id":"W4237859140","doi":"10.1017/9781108698214.003","title":"Escritores optimistas","year":2021,"lang":"es","type":"book-chapter","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); Plan (archaeology); Writing process; Process (computing); Mathematics education; Linguistics; Psychology; Artificial intelligence; History; Programming language","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":[0.001826258,0.001745122,0.001158318,0.00254887,0.001562894,0.007295356,0.001294098,0.002011356,0.1696753],"category_scores_gemma":[0.00523063,0.0004176901,0.0008604907,0.001801007,0.0009893517,0.003282621,0.002953785,0.003614577,0.1216556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002790454,"about_ca_system_score_gemma":0.002463095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003958226,"about_ca_topic_score_gemma":0.003098415,"domain_scores_codex":[0.9985127,0.0003545024,0.00009002502,0.0002222954,0.0006444235,0.0001760599],"domain_scores_gemma":[0.9983925,0.0003210885,0.0001016728,0.0002217165,0.0007472195,0.0002158099],"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":[0.0001631411,0.0001029082,0.0005769113,0.0008729306,0.0000217654,0.0004238863,0.001663756,0.0004190996,0.0009620986,0.1008621,0.5528576,0.3410738],"study_design_scores_gemma":[0.000009200568,0.000007633907,0.0001552347,0.0001882718,0.000003518202,0.0001419525,0.0001444666,0.00006176907,0.00009031373,0.001941772,0.9972511,0.000004736923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002197444,0.0214952,0.003767554,0.00669454,0.006247539,0.00007215111,0.001083528,0.001869167,0.9565731],"genre_scores_gemma":[0.02811942,0.03060302,0.006511036,0.002460201,0.004044911,0.0002059815,0.002202008,0.001594129,0.9242592],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1696753,"threshold_uncertainty_score":0.5676203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04239655544027232,"score_gpt":0.2750898976206165,"score_spread":0.2326933421803442,"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."}}