{"id":"W3135891020","doi":"","title":"CURSO DE FORMACIÓN DE INSTRUCTORES PARA IMPARTIR EL TALLER DE ESCRITURA ACADÉMICA EN INGLÉS “ACADEMIC WRITING”","year":2017,"lang":"es","type":"article","venue":"Gaceta UNAM (2010-2019)","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003867804,0.0005779242,0.0006393513,0.000214914,0.002548093,0.001180369,0.002322331,0.001123145,0.0006013713],"category_scores_gemma":[0.001884727,0.0005990896,0.0003268376,0.0002390338,0.00121414,0.001457862,0.0003858542,0.002190622,0.0004082705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005559633,"about_ca_system_score_gemma":0.001956596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004344189,"about_ca_topic_score_gemma":0.0003623682,"domain_scores_codex":[0.9948674,0.0007198162,0.0008141327,0.0007534643,0.0007106385,0.002134537],"domain_scores_gemma":[0.9966212,0.0004002961,0.0008307064,0.001017946,0.000171029,0.0009588451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008848486,0.0002790164,0.7072734,0.0001709153,0.0002560693,0.00002433938,0.1704893,0.00001515854,0.008403674,0.03368418,0.03580067,0.0435149],"study_design_scores_gemma":[0.001793874,0.0001054809,0.807906,0.0005584137,0.0002222512,0.00008086043,0.02374238,0.0007194651,0.001585284,0.007783399,0.1542955,0.001207116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579094,0.001430967,0.0001130545,0.01984646,0.002104708,0.0004554157,0.0000550472,0.0002457898,0.01783914],"genre_scores_gemma":[0.9855007,0.003046725,0.001941318,0.001175873,0.002693018,0.00006284714,0.00003218268,0.00008577315,0.005461543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1467469,"threshold_uncertainty_score":0.9998565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0657120267258916,"score_gpt":0.4055281313201143,"score_spread":0.3398161045942227,"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."}}