{"id":"W7110046423","doi":"10.7202/1121888ar","title":"Introduction","year":2025,"lang":"fr","type":"article","venue":"Arborescences Revue d études françaises","topic":"Literature and Culture Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Context (archaeology); Work (physics); Identification (biology)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001590513,0.0003729137,0.0004362621,0.0001563927,0.001195375,0.0005135973,0.0003280845,0.0001661347,0.002254708],"category_scores_gemma":[0.0001173772,0.00032141,0.0002223145,0.0002680126,0.001248983,0.0005198931,0.0001056782,0.000372674,0.0002961343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005592015,"about_ca_system_score_gemma":0.00008036569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007934535,"about_ca_topic_score_gemma":0.002544842,"domain_scores_codex":[0.9982797,0.00007748997,0.0004521622,0.0005528066,0.0001734762,0.0004643821],"domain_scores_gemma":[0.9990323,0.0001029418,0.0001191415,0.000374449,0.0003048457,0.00006634371],"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":[0.00003182444,0.0001885177,0.0007102372,0.0005941102,0.0002549501,0.000013567,0.009252816,0.000007270334,0.00003642718,0.7432418,0.2396697,0.00599881],"study_design_scores_gemma":[0.0002214408,0.0001071989,0.0008947906,0.0007428562,0.0002762401,0.00000505732,0.004263415,0.00002161103,0.0002041902,0.003266231,0.9896641,0.0003329024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002528318,0.1798359,0.00002852242,0.1190078,0.01716744,0.0003601595,0.0001056728,0.000159365,0.6808068],"genre_scores_gemma":[0.560894,0.003933881,0.0001825265,0.001479619,0.01812781,0.00006581572,0.00004471416,0.00002458503,0.4152471],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7499944,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01157487128821691,"score_gpt":0.227058227015905,"score_spread":0.2154833557276881,"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."}}