{"id":"W4246780062","doi":"10.4000/geolinguistique.353","title":"Varia","year":2017,"lang":"fr","type":"paratext","venue":"Géolinguistique","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001729361,0.002027335,0.00229919,0.0005457747,0.001609155,0.001244751,0.003706333,0.003397019,0.0473163],"category_scores_gemma":[0.01316754,0.002418714,0.0008706635,0.0002727649,0.001697284,0.0001550479,0.0009661731,0.003758066,0.8542902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001453568,"about_ca_system_score_gemma":0.003847644,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007324671,"about_ca_topic_score_gemma":0.001267708,"domain_scores_codex":[0.9919996,0.0009433664,0.001479585,0.002276359,0.0009324407,0.002368708],"domain_scores_gemma":[0.9885942,0.0004675459,0.002669862,0.005210775,0.002042051,0.001015561],"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":[0.0001689603,0.0003291062,0.0001781053,0.0009813458,0.0006446005,0.002046444,0.0007076226,0.0003694085,0.0004119256,0.07161047,0.9208792,0.001672815],"study_design_scores_gemma":[0.001041745,0.000132878,0.001001133,0.002398582,0.0005826507,0.0003762447,0.0000128611,0.0007955311,0.0006098208,0.005900605,0.984749,0.002398979],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002334039,0.01389928,0.0008806544,0.0005132703,0.05265299,0.001260135,0.004981544,0.0003269158,0.9252518],"genre_scores_gemma":[0.0458862,0.001710304,0.00483624,0.0003403117,0.03613622,0.0002159961,0.002368961,0.00129428,0.9072115],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8069739,"threshold_uncertainty_score":0.999792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03539671802485102,"score_gpt":0.3486491793366552,"score_spread":0.3132524613118042,"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."}}