{"id":"W4315607562","doi":"10.31391/s2007-7033(2023)0060/001","title":"Presentación","year":2023,"lang":"es","type":"article","venue":"Sinéctica Revista Electrónica de Educación","topic":"Social Sciences and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Humanities; Political science; Physics; 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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002777527,0.0004432534,0.0006179779,0.0003049089,0.001966679,0.001622153,0.001386625,0.0004280574,0.001381408],"category_scores_gemma":[0.002155311,0.0004473678,0.0004513579,0.00589934,0.001408717,0.0004125719,0.000251746,0.0006418045,0.004029551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005523726,"about_ca_system_score_gemma":0.002273594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0038404,"about_ca_topic_score_gemma":0.0001806337,"domain_scores_codex":[0.9938046,0.0009960743,0.0006255836,0.0008170567,0.001227545,0.002529085],"domain_scores_gemma":[0.9968148,0.001132892,0.0002931987,0.0007253727,0.0001964548,0.0008373173],"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":[0.00003831741,0.0002419654,0.01158755,0.0001349116,0.0001138546,0.00003112065,0.01441426,0.00000618305,0.001148073,0.6180675,0.3394998,0.01471647],"study_design_scores_gemma":[0.0002294575,0.0001857163,0.01529994,0.0001286557,0.0001239284,0.000007719287,0.005499754,0.0001066688,0.0001507449,0.008563199,0.9691225,0.0005817618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5166617,0.003309022,0.00002234576,0.2027,0.003611422,0.001430895,0.00007615788,0.001237147,0.2709513],"genre_scores_gemma":[0.9546946,0.01232893,0.00008505192,0.001185708,0.004405276,0.00007294384,0.00001886491,0.00006815636,0.02714044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6296226,"threshold_uncertainty_score":0.9997978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0244945983657338,"score_gpt":0.3828251930175211,"score_spread":0.3583305946517873,"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."}}