{"id":"W7154714947","doi":"10.5281/zenodo.19635471","title":"Gabarit de courriel d'accueil à personnaliser","year":2025,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Key (lock); Order (exchange); Period (music)","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003457017,0.0002044317,0.0002242672,0.0002772937,0.004619066,0.001261717,0.001532126,0.000238162,0.07070455],"category_scores_gemma":[0.004213308,0.0002504489,0.0001229629,0.001657067,0.0009465414,0.0003778418,0.0009312276,0.0007389003,0.007617579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000664084,"about_ca_system_score_gemma":0.00005074666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004813,"about_ca_topic_score_gemma":0.000008388599,"domain_scores_codex":[0.9947135,0.003106435,0.0002951674,0.0005307784,0.0005142388,0.0008399214],"domain_scores_gemma":[0.9983001,0.000148084,0.0001271876,0.0004852711,0.0006205069,0.0003188283],"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":[0.00003316496,0.0001694833,0.00002699606,0.0001394027,0.00009038789,0.00004147463,0.02057169,0.0000930833,0.0009141658,0.09789299,0.5032466,0.3767805],"study_design_scores_gemma":[0.0004800857,0.00009493429,0.0005250972,0.000154842,0.00005552301,0.00002809299,0.007433741,0.0007014945,0.0001927165,0.001259565,0.9888444,0.0002295006],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01605847,0.006233146,0.01924483,0.02608562,0.001137401,0.0004882371,0.0001423417,0.001045707,0.9295642],"genre_scores_gemma":[0.4028602,0.001959867,0.01259231,0.004353546,0.002061553,1.854116e-7,0.0008165253,0.003258002,0.5720978],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4855978,"threshold_uncertainty_score":0.9999948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04308312599526394,"score_gpt":0.3223317680349163,"score_spread":0.2792486420396523,"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."}}