{"id":"W4400129963","doi":"10.1051/shsconf/202419107010","title":"L’élaboration d’un outil d’autoformation pour soutenir la planification d’activités lexicales au primaire","year":2024,"lang":"fr","type":"article","venue":"SHS Web of Conferences","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[],"category_scores_codex":[0.002611876,0.0002579403,0.0003516445,0.0002226138,0.0002948396,0.0003363375,0.000367436,0.0004449938,0.001186227],"category_scores_gemma":[0.0007594153,0.0002458247,0.0001383113,0.0008104962,0.0009104885,0.0009838251,0.00004496584,0.0004513401,0.0002119041],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001937254,"about_ca_system_score_gemma":0.01879771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006009755,"about_ca_topic_score_gemma":0.001580187,"domain_scores_codex":[0.996335,0.001592433,0.0005826354,0.0004002448,0.0006721658,0.0004175626],"domain_scores_gemma":[0.9978139,0.001231595,0.0003349879,0.0002355815,0.0002581512,0.0001257717],"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":[0.00001158784,0.00006297614,0.001965628,0.0002088342,0.00005562456,0.000005928041,0.009958258,0.00004510436,0.00219915,0.5567239,0.0003797205,0.4283833],"study_design_scores_gemma":[0.0002716537,0.0002022025,0.03182375,0.001039724,0.0002375375,0.00001263578,0.01780992,0.02274904,0.009308689,0.03083849,0.8851366,0.0005697702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2478488,0.01340751,0.06417027,0.02757893,0.004805569,0.0006401415,0.0001433488,0.0004977423,0.6409076],"genre_scores_gemma":[0.983495,0.0006148764,0.008189337,0.0000422864,0.0007002159,0.00002435918,0.00006754275,0.00002027049,0.006846087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8847569,"threshold_uncertainty_score":0.9999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03918658028536232,"score_gpt":0.3301771585602092,"score_spread":0.2909905782748469,"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."}}