{"id":"W4407971735","doi":"10.1163/22224297-08501035","title":"Francophone and French Studies: French-Canadian Literature","year":2025,"lang":"en","type":"article","venue":"The Year’s Work in Modern Language Studies","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"French; French literature; Linguistics; History; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005084791,0.0001099489,0.0002356488,0.0004110239,0.001070917,0.0001557595,0.0002291354,0.0000853966,0.00007013317],"category_scores_gemma":[0.0003373143,0.00009843655,0.00004331602,0.0009884416,0.0009360903,0.00008680396,0.00008049772,0.0002664074,0.00002718061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005720211,"about_ca_system_score_gemma":0.000328414,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7148661,"about_ca_topic_score_gemma":0.9948433,"domain_scores_codex":[0.9989883,0.0001413131,0.0001453343,0.0002161502,0.000163656,0.0003452384],"domain_scores_gemma":[0.9993975,0.00020024,0.00003261533,0.0002152873,0.00007361689,0.00008081181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005149545,0.00001078718,0.001467637,0.00005269622,0.0001635097,0.00008198761,0.8497558,0.00001061367,0.000003523614,0.001310613,0.09984118,0.04729645],"study_design_scores_gemma":[0.0006664413,0.00002201849,0.04829687,0.001194901,0.00007249155,0.000001397834,0.5624146,0.00001145822,0.000002120277,0.02048785,0.366365,0.0004648285],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2929292,0.6449034,0.000007117607,0.008167607,0.001538668,0.0003623981,0.00003203208,0.00005662592,0.05200288],"genre_scores_gemma":[0.9348661,0.01618411,0.00009442841,0.0009839316,0.0003322388,0.00004352886,0.000002352585,0.000009806068,0.04748345],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6419369,"threshold_uncertainty_score":0.8236739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01126632469644026,"score_gpt":0.2829063821710824,"score_spread":0.2716400574746421,"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."}}