{"id":"W2569276352","doi":"10.1177/0957926516677193b","title":"Book review: Chantal Claudel, Patricia von Münchow, Michele Pordeus Ribeiro, Frédéric Pugnière-Saavedra and Geneviève Tréguer-Felten (eds), <i>Cultures, discours, langues. Nouveaux abordages</i>","year":2017,"lang":"en","type":"article","venue":"Discourse & Society","topic":"Linguistic and Sociocultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Humanities; Art","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","sts"],"consensus_categories":[],"category_scores_codex":[0.0008771345,0.0005566721,0.0008448809,0.00002065209,0.004930019,0.0004961926,0.0009538225,0.0003677166,0.0002217093],"category_scores_gemma":[0.0005845024,0.0004221313,0.0006179236,0.0001736552,0.001757816,0.0006388707,0.0004239012,0.0005865753,0.00006305498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002266672,"about_ca_system_score_gemma":0.0002323273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00640157,"about_ca_topic_score_gemma":0.001356555,"domain_scores_codex":[0.9964694,0.0001906002,0.0005117338,0.0008228028,0.0009558525,0.001049609],"domain_scores_gemma":[0.9978782,0.0001070044,0.0006005879,0.0006708651,0.0003340962,0.000409243],"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":[0.00001599679,0.0001681009,0.002700025,0.0001924095,0.0002831609,0.00003599944,0.03613362,4.814847e-7,0.0000782753,0.001768979,0.9557281,0.002894904],"study_design_scores_gemma":[0.0009626595,0.00005576767,0.005192123,0.000437182,0.0004792925,0.000004507501,0.02841062,0.0000155212,0.00002940605,0.0004115452,0.9631979,0.0008035141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02618249,0.9134294,0.00003686409,0.03723239,0.00145456,0.001597344,0.0004558425,0.0002641974,0.01934696],"genre_scores_gemma":[0.1679589,0.7854797,0.0004066211,0.01276195,0.004135446,0.000158071,0.000265136,0.00008329195,0.0287509],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1417764,"threshold_uncertainty_score":0.999823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116522470224062,"score_gpt":0.328331949942811,"score_spread":0.3166797029204048,"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."}}