{"id":"W4399879408","doi":"10.53557/elecciones.2024.v23n27.00","title":"Democracias","year":2024,"lang":"es","type":"article","venue":"Revista Elecciones","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Humanities; Political science; Philosophy","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000898177,0.0001592597,0.0001896108,0.0001220739,0.0004231662,0.001183606,0.0002251696,0.0001269696,0.001501065],"category_scores_gemma":[0.0001950001,0.0001526334,0.0001474072,0.0008055416,0.0001581266,0.00025435,0.00002540672,0.0002768137,0.002122255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001125547,"about_ca_system_score_gemma":0.0004708753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000904218,"about_ca_topic_score_gemma":0.0000119478,"domain_scores_codex":[0.9984528,0.0002568476,0.0002680537,0.0003413284,0.0003272348,0.0003537645],"domain_scores_gemma":[0.9992878,0.0002546498,0.00005048951,0.000188872,0.00006418129,0.0001539699],"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":[0.000001942714,0.0000536645,0.001737734,0.0002885369,0.00005481344,0.00001117874,0.019563,3.016946e-7,0.000092476,0.8332308,0.01296759,0.131998],"study_design_scores_gemma":[0.00004690656,0.00002055675,0.001738065,0.0005615961,0.0000630853,0.000004125503,0.004865083,0.00007421069,0.00001679027,0.001548458,0.9908589,0.0002022166],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3586703,0.135713,0.0006979937,0.1354344,0.006110315,0.0007869389,0.00002847898,0.001503488,0.361055],"genre_scores_gemma":[0.9724713,0.005306307,0.0001497635,0.0002981803,0.00167313,0.00001288366,0.00001000605,0.00002884703,0.02004957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9778913,"threshold_uncertainty_score":0.9998533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04140388115873735,"score_gpt":0.3880508794291325,"score_spread":0.3466469982703952,"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."}}