{"id":"W4398216869","doi":"10.1007/978-3-031-53219-1_7","title":"Language Teachers’ Identities as Frames or Blinkers? An Urgent Call for Awareness Raising","year":2024,"lang":"en","type":"book-chapter","venue":"Globalisation, comparative education and policy research","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Raising (metalworking); Computer science; Frame (networking); Linguistics; Telecommunications; Engineering; 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","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002142199,0.0003066516,0.0003718137,0.000933632,0.001255512,0.001166384,0.0003935468,0.0004127671,0.001973538],"category_scores_gemma":[0.002043698,0.000289261,0.0001111816,0.0003589382,0.0008876603,0.0003549542,0.00007245049,0.0005336471,0.0002458517],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000936129,"about_ca_system_score_gemma":0.01900358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03091661,"about_ca_topic_score_gemma":0.008736395,"domain_scores_codex":[0.997083,0.0005879352,0.0004387797,0.000575652,0.0008126369,0.0005019882],"domain_scores_gemma":[0.9964815,0.0009892397,0.0001687768,0.0003443777,0.001244958,0.000771119],"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":[0.00002877158,0.0000658132,0.00002551899,0.00006978003,0.00004411062,5.133799e-7,0.3097969,0.000001337276,0.000003721007,0.6023835,0.08084425,0.006735726],"study_design_scores_gemma":[0.0001457625,0.00006313494,0.00008886382,0.0001709606,0.00002878854,0.00000514605,0.06338491,0.00001688276,0.00001643999,0.1119396,0.8238747,0.0002648327],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01645652,0.002476677,0.00003437889,0.01482458,0.00132638,0.001583516,0.0002741239,0.0001385722,0.9628853],"genre_scores_gemma":[0.1112565,0.0008282168,0.0001455156,0.0009235726,0.005169934,0.0001876687,0.0004589937,0.00004176924,0.8809879],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7430304,"threshold_uncertainty_score":0.999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4270048742214339,"score_gpt":0.6317343319728242,"score_spread":0.2047294577513903,"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."}}