{"id":"W2287993544","doi":"10.12968/sece.2013.6.1782","title":"Bucking the languages trend","year":2013,"lang":"en","type":"article","venue":"SecEd","topic":"Hungarian Social, Economic and Educational Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Linguistics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004082426,0.0004151984,0.0004731477,0.001780501,0.009554362,0.009281645,0.0009365295,0.004645229,0.03481965],"category_scores_gemma":[0.01290983,0.0003086454,0.000560097,0.001470684,0.007938591,0.00981941,0.007404364,0.008717662,0.007007488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006477511,"about_ca_system_score_gemma":0.008973828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05800363,"about_ca_topic_score_gemma":0.1096914,"domain_scores_codex":[0.9943036,0.001135217,0.0002037116,0.0005068909,0.001720631,0.002130052],"domain_scores_gemma":[0.993073,0.0009724484,0.0003953474,0.0003469196,0.002179857,0.003032288],"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":[0.0001476006,0.00006311245,0.006387297,0.0002177426,0.00001773788,0.000687175,0.01354419,0.00004967662,0.0006144258,0.1465078,0.7560953,0.0756679],"study_design_scores_gemma":[0.00001473923,0.0000551394,0.00599955,0.0001423613,0.000006149306,0.0002089132,0.007860542,0.00002311905,0.0001482606,0.005227099,0.9802926,0.00002149475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03760794,0.01061205,0.0008418372,0.798499,0.02122816,0.0000242427,0.0005230776,0.0002373662,0.1304264],"genre_scores_gemma":[0.3404311,0.009487424,0.00139916,0.4234637,0.007491608,0.00004914348,0.0004071142,0.0005221755,0.2167485],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05800363,"threshold_uncertainty_score":0.1164834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02375768911272945,"score_gpt":0.3212487795442751,"score_spread":0.2974910904315456,"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."}}