{"id":"W4393019089","doi":"10.1515/9781785334764-003","title":"Chapter 1. French Discourses of Empire","year":2007,"lang":"en","type":"book-chapter","venue":"Berghahn Books","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Empire; History; Art; Political science; Ancient history","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001436637,0.0004467893,0.0006706964,0.0003315286,0.0001954788,0.0001040795,0.0002942567,0.0001998111,0.01841149],"category_scores_gemma":[0.00001761825,0.0003773311,0.0005311031,0.000005069845,0.0006717198,0.00005044464,0.0001027725,0.000283911,0.0002672727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002617679,"about_ca_system_score_gemma":0.00007212556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007273708,"about_ca_topic_score_gemma":0.004298577,"domain_scores_codex":[0.9982048,0.000005029479,0.0006311681,0.000395995,0.0004806429,0.0002823119],"domain_scores_gemma":[0.9984573,0.00005831149,0.0004517486,0.0005701872,0.0003379456,0.0001245191],"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":[0.00000723419,0.00002484454,0.00001241329,0.00004614039,0.0003397861,0.00004404656,0.0015785,8.607316e-7,0.000001600203,0.988955,0.006254438,0.002735121],"study_design_scores_gemma":[0.0001411462,0.00006655532,0.000006630178,0.000215016,0.0005703379,0.000001741005,0.0001909102,0.000006684165,0.00002570874,0.0820693,0.9162622,0.0004437676],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007063268,0.001754735,0.00001441984,0.0001164341,0.0006964079,0.0001389814,0.0003230244,0.00005097707,0.9968344],"genre_scores_gemma":[0.07050012,0.00009243256,0.00004313115,0.0001989538,0.003566149,0.000003520679,0.0001121483,0.00008954745,0.925394],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9100078,"threshold_uncertainty_score":0.9998679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07189982096889057,"score_gpt":0.2833341526094122,"score_spread":0.2114343316405217,"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."}}