{"id":"W4241402069","doi":"10.1007/s10993-006-9015-6","title":"Book Review","year":2006,"lang":"en","type":"article","venue":"Language Policy","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Sociolinguistics; Applied linguistics; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001137905,0.0001198801,0.0001706009,0.0001045274,0.00003342561,0.00001641013,0.0001684564,0.00003052388,0.00449789],"category_scores_gemma":[0.0001207512,0.0001058452,0.00007911117,0.0004148684,0.00003506666,0.00009537703,0.00004257003,0.00007912694,0.02530447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008582514,"about_ca_system_score_gemma":0.00005253331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005652232,"about_ca_topic_score_gemma":0.00009239675,"domain_scores_codex":[0.9991317,0.00005290561,0.0001705968,0.0001559854,0.0001696508,0.0003191983],"domain_scores_gemma":[0.9994091,0.00001758933,0.00006358244,0.0004292969,0.00002013361,0.00006023486],"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":[0.000001300847,0.00002353504,0.00003151482,0.000149646,0.00000400223,0.00003905998,0.00008543465,5.553382e-7,0.003482631,0.002732041,0.9922068,0.001243481],"study_design_scores_gemma":[0.0001592582,0.000006343195,0.0008461219,0.0002347206,0.0000179261,0.00003145794,0.000006920945,0.000003235893,0.001602305,0.0000975242,0.9968612,0.0001329793],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0009782196,0.7764621,0.000006387977,0.003684375,0.00002181956,0.0002146746,0.00006486442,0.0003809383,0.2181866],"genre_scores_gemma":[0.03156906,0.0115656,0.0008464582,0.4601702,0.007028251,0.0001419157,0.0003740645,0.0004109878,0.4878935],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7648966,"threshold_uncertainty_score":0.9964122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0056429411926374,"score_gpt":0.30874027820124,"score_spread":0.3030973370086026,"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."}}