{"id":"W2889234756","doi":"","title":"Por qué importan los docentes en tiempos oscuros","year":2018,"lang":"es","type":"article","venue":"Revista de educación/Revista de educación","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Ethos; Humanities; Democracy; Political science; Philosophy; Politics; Law","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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.005545937,0.001301666,0.001452922,0.0005888629,0.002042798,0.003513457,0.002208546,0.0008571944,0.008525882],"category_scores_gemma":[0.002894283,0.001408994,0.0008507734,0.002118797,0.001820006,0.000831451,0.0002816407,0.001656303,0.002000473],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00232273,"about_ca_system_score_gemma":0.009512722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001242622,"about_ca_topic_score_gemma":0.0001299421,"domain_scores_codex":[0.9894533,0.002421602,0.001906019,0.001864848,0.001307915,0.003046302],"domain_scores_gemma":[0.9929581,0.001046123,0.001205866,0.001759199,0.0007998609,0.002230897],"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":[0.0001634916,0.003414326,0.221573,0.001571644,0.0006754692,0.00008079498,0.1427273,0.000001137392,0.001938477,0.324145,0.2585931,0.04511622],"study_design_scores_gemma":[0.0007423422,0.0003301311,0.01219855,0.00148699,0.0005039636,0.0001143537,0.04388751,0.00002521958,0.000272018,0.0005840978,0.938325,0.001529795],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8828716,0.01300753,0.0005196577,0.03868484,0.005877513,0.002431779,0.000283638,0.000751758,0.05557163],"genre_scores_gemma":[0.9564894,0.002624423,0.003129772,0.003313605,0.01832746,0.0001838889,0.0001407069,0.0002826125,0.01550807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6797319,"threshold_uncertainty_score":0.9999735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02653176408437787,"score_gpt":0.3586213937360335,"score_spread":0.3320896296516557,"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."}}