{"id":"W4414908121","doi":"10.4000/14vah","title":"Face à la pénurie d’enseignants","year":2025,"lang":"fr","type":"book-chapter","venue":"Presses universitaires de Rennes eBooks","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Face (sociological concept); Perspective (graphical); Statistical analysis; Term (time)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002099025,0.0004669333,0.0003532257,0.001085564,0.007314392,0.00797638,0.000744816,0.003240511,0.01864884],"category_scores_gemma":[0.003050043,0.0003614639,0.0002952171,0.00196476,0.01170085,0.005137364,0.004447128,0.005267779,0.002619416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004437775,"about_ca_system_score_gemma":0.005034659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02229432,"about_ca_topic_score_gemma":0.03150837,"domain_scores_codex":[0.9977415,0.001138553,0.00004036001,0.0002514381,0.000344303,0.0004838666],"domain_scores_gemma":[0.9984281,0.0007199329,0.0001486183,0.00009196194,0.0002165235,0.0003949251],"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":[0.00005214592,0.0000582095,0.002638229,0.0001433476,0.00001032763,0.001723494,0.1158283,0.0001227571,0.0007399162,0.7247607,0.08698923,0.06693327],"study_design_scores_gemma":[0.000005047734,0.00002076815,0.002555193,0.00018072,0.000003990867,0.000710902,0.02579649,0.0000665656,0.0001636667,0.01257431,0.9579115,0.0000108869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09554605,0.05715406,0.003435177,0.1610842,0.003700648,0.00004218112,0.0001019237,0.0001004163,0.6788355],"genre_scores_gemma":[0.3337153,0.02297351,0.001350743,0.01453587,0.002104901,0.00006881705,0.00007458944,0.000117648,0.6250587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02229432,"threshold_uncertainty_score":0.06238657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1049138257457707,"score_gpt":0.3426975214779391,"score_spread":0.2377836957321685,"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."}}