{"id":"W4382049629","doi":"10.3917/ls.179.0218","title":"Devenir non-binaire en français contemporain","year":2023,"lang":"fr","type":"article","venue":"Langage et société","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007612414,0.000332664,0.0005092248,0.0001354279,0.0007025495,0.0001372141,0.0006395117,0.0006153588,0.003809409],"category_scores_gemma":[0.003244336,0.0003589118,0.0003127695,0.001567635,0.0006126325,0.000367798,0.0002174961,0.001306035,0.006830842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002387198,"about_ca_system_score_gemma":0.0003796257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02287226,"about_ca_topic_score_gemma":0.005678718,"domain_scores_codex":[0.9926574,0.004763047,0.0003916093,0.000542797,0.0006823649,0.0009627583],"domain_scores_gemma":[0.9956282,0.003380868,0.0001904477,0.0004361006,0.00009080316,0.000273584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001118128,0.0001003807,0.004293393,0.0001882626,0.0001611458,0.000683619,0.3837628,0.00005844055,0.0006931024,0.02791428,0.2132013,0.3689321],"study_design_scores_gemma":[0.0006867448,0.00007791792,0.02059382,0.0002081721,0.00005725371,0.000004965549,0.05209079,0.0004220822,0.0001496399,0.00400671,0.921172,0.000529939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2233821,0.009495698,0.001906091,0.06471624,0.0102378,0.0007890645,0.000116993,0.001289221,0.6880668],"genre_scores_gemma":[0.4942829,0.0004666404,0.005538117,0.002304866,0.00164779,0.00005937622,0.00007728983,0.00009273968,0.4955303],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7079707,"threshold_uncertainty_score":0.9998863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03909677852857018,"score_gpt":0.3877632467846305,"score_spread":0.3486664682560603,"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."}}