{"id":"W6968468281","doi":"10.5281/zenodo.16804615","title":"L'approche par projet","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":"Context (archaeology); Face (sociological concept); Data collection; Information system","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003499218,0.0002061282,0.000232886,0.0002909781,0.00468699,0.001102392,0.001609573,0.0002243094,0.03438599],"category_scores_gemma":[0.00448301,0.0002382876,0.0001013455,0.002233919,0.001105107,0.0003580485,0.00119642,0.0006890395,0.01228431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004174057,"about_ca_system_score_gemma":0.00002785657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002781352,"about_ca_topic_score_gemma":0.000003676692,"domain_scores_codex":[0.994542,0.003263485,0.0003358845,0.0006012559,0.0005260612,0.0007312853],"domain_scores_gemma":[0.9982848,0.0001211988,0.0001467518,0.0005524564,0.0006648201,0.0002299472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001779686,0.0001365967,0.000007207558,0.0001343591,0.00005657687,0.00001500655,0.008336769,0.00002649518,0.0007768249,0.077356,0.3611552,0.5519812],"study_design_scores_gemma":[0.0003322216,0.0001202734,0.0003081754,0.0001458696,0.00004306326,0.00001697149,0.002602888,0.0002421287,0.0003167918,0.001994848,0.993655,0.0002217559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003408553,0.003512115,0.01771981,0.01854103,0.001132361,0.0007281328,0.00007759566,0.001122021,0.9537584],"genre_scores_gemma":[0.2130521,0.001734859,0.02810703,0.002668418,0.002262315,3.248971e-7,0.001469335,0.00417312,0.7465325],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6324999,"threshold_uncertainty_score":0.9999346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04536479871727266,"score_gpt":0.3164583957881459,"score_spread":0.2710935970708733,"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."}}