{"id":"W4295914119","doi":"10.3726/b19755","title":"Oser la langue","year":2022,"lang":"fr","type":"book","venue":"Peter Lang Verlag eBooks","topic":"Linguistic and Sociocultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006443695,0.0003835104,0.0005057085,0.00006341563,0.001277295,0.00009801154,0.0005168514,0.0003530839,0.00435888],"category_scores_gemma":[0.0002366773,0.0003414038,0.0003561695,0.00006466974,0.001026916,0.00003795456,0.00037494,0.0007352344,0.0008429665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005921241,"about_ca_system_score_gemma":0.0002847695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00202054,"about_ca_topic_score_gemma":0.001000124,"domain_scores_codex":[0.9973028,0.0006599127,0.0003061193,0.0004583656,0.0007031873,0.0005696529],"domain_scores_gemma":[0.9985349,0.000760185,0.000190673,0.0002491789,0.000106652,0.000158378],"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":[0.000012494,0.00003461909,0.0005326817,0.0001085448,0.0003361008,0.0003384577,0.04003537,0.000001095259,0.000007243086,0.8738202,0.07618808,0.008585058],"study_design_scores_gemma":[0.0002085365,0.00004756902,0.0003535031,0.0000757661,0.0001703865,0.000006029158,0.00249936,0.000001444506,0.000002468354,0.004044682,0.9921292,0.000461019],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002335026,0.0009989853,0.000006492989,0.0002905219,0.002517464,0.000271652,0.0001486245,0.0001570748,0.9932742],"genre_scores_gemma":[0.0283115,0.0001291165,0.0002263401,0.000814451,0.003144997,0.00007074041,0.0000822707,0.00005446772,0.9671661],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9159412,"threshold_uncertainty_score":0.999935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03219210806197222,"score_gpt":0.2842299263100192,"score_spread":0.252037818248047,"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."}}