{"id":"W4407882389","doi":"10.1075/lplp.00123.gre","title":"Review of Corbeil, Marcoux & Piché (2023): Le français en déclin ? Repenser la francophonie québécoise","year":2025,"lang":"fr","type":"article","venue":"Language Problems & Language Planning","topic":"Linguistic and Sociocultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Political 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002295145,0.0005262863,0.00114894,0.0001268872,0.0006609683,0.00009228171,0.0007044743,0.0004767845,0.001254328],"category_scores_gemma":[0.003163434,0.0004830259,0.0004075102,0.001113974,0.0007912842,0.0002098365,0.000329314,0.0008429127,0.0002214462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001602294,"about_ca_system_score_gemma":0.000477593,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.171477,"about_ca_topic_score_gemma":0.01349008,"domain_scores_codex":[0.9957772,0.0009606737,0.00106428,0.0007069175,0.000605938,0.0008849665],"domain_scores_gemma":[0.9970796,0.001330435,0.00049896,0.0005842999,0.0003215266,0.000185211],"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":[0.00006842632,0.0004579239,0.006762336,0.02859737,0.0009829479,0.0006777461,0.790827,0.00006779176,0.001744558,0.01550133,0.1060475,0.04826504],"study_design_scores_gemma":[0.001163865,0.00006791532,0.001607464,0.0512783,0.0005710623,0.00001907431,0.09314855,0.00003164927,0.0002223783,0.0009550214,0.8499936,0.0009410621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04063073,0.7950363,0.0003895572,0.00391735,0.001722056,0.0008254556,0.0001394539,0.0001638505,0.1571752],"genre_scores_gemma":[0.6915426,0.111434,0.006467654,0.009279624,0.002184858,0.0002387551,0.000286885,0.0001223094,0.1784433],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7439461,"threshold_uncertainty_score":0.9997621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456061648159993,"score_gpt":0.3154455943798435,"score_spread":0.3008849778982436,"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."}}