{"id":"W4385816219","doi":"10.37213/cjal.2023.33581","title":"Editorial","year":2023,"lang":"en","type":"editorial","venue":"Canadian Journal of Applied Linguistics","topic":"","field":"","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002116347,0.0006919832,0.001290431,0.001702653,0.0003010494,0.0003993564,0.001698514,0.002509854,0.0001526526],"category_scores_gemma":[0.08654286,0.0007500489,0.0003804839,0.0007695263,0.0003250251,0.00001600236,0.00005209591,0.004998162,0.004754842],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002017075,"about_ca_system_score_gemma":0.03709728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004647536,"about_ca_topic_score_gemma":0.03354707,"domain_scores_codex":[0.9942701,0.00004938214,0.001594364,0.000426802,0.00240219,0.001257199],"domain_scores_gemma":[0.9847034,0.00254309,0.002219895,0.0007151163,0.006700448,0.003118109],"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":[0.0001215028,0.00000972863,0.000001183175,0.00008105795,0.0002589393,0.0006522422,0.0002257115,0.000191984,0.00000556443,0.001853906,0.9965215,0.00007672024],"study_design_scores_gemma":[0.0009226569,0.0001127662,5.334624e-7,0.0002448192,0.0004929068,0.000002052807,0.00007295814,0.000004263897,0.00000940591,0.003574358,0.9939067,0.0006565583],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000001420528,0.0001141692,0.000005927333,0.00000772625,0.954622,0.0001679098,0.003036298,0.00006955917,0.04197504],"genre_scores_gemma":[0.0002048576,0.00003673313,0.0005707703,0.00001360659,0.9973496,0.000005696596,0.0004956365,0.0007153453,0.0006077734],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08442651,"threshold_uncertainty_score":0.999495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01004392972606372,"score_gpt":0.2508414830779039,"score_spread":0.2407975533518402,"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."}}