{"id":"W1967498427","doi":"10.1075/jls.3.1.01mur","title":"Preface to the special issue","year":2014,"lang":"en","type":"article","venue":"Journal of Language and Sexuality","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.001664666,0.00003364324,0.00008032038,0.0000243022,0.0001635653,0.00005646237,0.0001301885,0.00002603366,0.0005629345],"category_scores_gemma":[0.0007129543,0.00002074679,0.0000223627,0.00007638965,0.00004605824,0.00005737659,0.00001357089,0.00009084442,0.00002760232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001496907,"about_ca_system_score_gemma":0.00007745084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001185899,"about_ca_topic_score_gemma":0.001328578,"domain_scores_codex":[0.9992802,0.0002625419,0.0001418696,0.00004266689,0.0001792826,0.00009342037],"domain_scores_gemma":[0.9995182,0.0001313294,0.00008740738,0.00007306578,0.00006346649,0.0001265558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001671771,0.00003794553,0.000824477,0.000005414752,0.00000761916,0.000001473661,0.6477,0.000002758118,0.00009229848,0.00251475,0.05261509,0.2961815],"study_design_scores_gemma":[0.00007135889,0.00002885627,0.004019501,0.000003502978,0.000004429132,0.0000023435,0.04120622,0.000002073295,0.00005504123,0.0001145665,0.9544624,0.00002968424],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.889541,0.000104411,0.00007376671,0.02581656,0.000825103,0.0000606883,0.000001790204,0.000004688815,0.08357199],"genre_scores_gemma":[0.96084,0.00002327867,0.000205057,0.003974857,0.02462381,4.154539e-7,2.388213e-7,0.000002649806,0.01032965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9018474,"threshold_uncertainty_score":0.6163738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0457848182885934,"score_gpt":0.4634271958382658,"score_spread":0.4176423775496724,"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."}}