{"id":"W4400391976","doi":"10.37213/cjal.2024.34203","title":"Editorial","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Applied Linguistics","topic":"Multiculturalism, Politics, Migration, Gender","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005465919,0.00008812676,0.0001277753,0.000166453,0.0002818293,0.0003171094,0.0002272479,0.0001383566,0.0002108183],"category_scores_gemma":[0.002117357,0.00008186154,0.00007036046,0.0001326453,0.0003255073,0.00002508586,0.000004551625,0.0002941705,0.00007189396],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00116004,"about_ca_system_score_gemma":0.01075768,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01480268,"about_ca_topic_score_gemma":0.06894269,"domain_scores_codex":[0.9988904,0.00002614356,0.0003018054,0.00009458342,0.0003468118,0.0003402546],"domain_scores_gemma":[0.9983135,0.0001226615,0.00008190481,0.00007999629,0.0006606667,0.0007412113],"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":[0.000002137565,0.000002124509,0.00005594388,0.000008111744,0.00002140426,0.0000301915,0.01995279,0.00003940389,0.000009453922,0.4054485,0.574194,0.0002359101],"study_design_scores_gemma":[0.00007681909,0.00000978586,0.00004204615,0.00002349984,0.00003558612,0.000001747063,0.003886342,0.00002151886,0.00003015269,0.003166823,0.9926065,0.0000992183],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.005934064,0.0005923276,0.0001665331,0.001909419,0.5256863,0.0002094154,0.00006284121,0.0000550182,0.4653841],"genre_scores_gemma":[0.6515667,0.0000234662,0.0006544886,0.0006281608,0.3453781,7.502157e-7,0.000004045269,0.00001567286,0.001728687],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6456326,"threshold_uncertainty_score":0.9948504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0630575304162099,"score_gpt":0.365644623327438,"score_spread":0.3025870929112281,"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."}}