{"id":"W7074211233","doi":"","title":"Pénurie d’enseignants au Québec. Comment faciliter l’insertion professionnelle et la rétention des enseignants formés à l’étranger?","year":2022,"lang":"fr","type":"other","venue":"R-libre (Université Téluq)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Face (sociological concept); Immigration; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008452481,0.0006537273,0.001028758,0.0004840098,0.001753857,0.0001774432,0.0007277241,0.0004735431,0.1764646],"category_scores_gemma":[0.00003423701,0.0008249324,0.0005764953,0.0004883126,0.0005187989,0.0008647233,0.0008652813,0.000538628,0.01116038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00208743,"about_ca_system_score_gemma":0.00029056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01087251,"about_ca_topic_score_gemma":0.007300372,"domain_scores_codex":[0.9966621,0.0001929362,0.0007377563,0.001309754,0.0001589614,0.0009384877],"domain_scores_gemma":[0.9979646,0.000119166,0.0009007271,0.0007153995,0.00006266077,0.0002374682],"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":[0.0003260121,0.001133247,0.02538351,0.0006299788,0.001432373,0.0001836064,0.07427716,0.0001359069,0.00003175208,0.01745287,0.5539918,0.3250218],"study_design_scores_gemma":[0.001850187,0.0001491546,0.06585798,0.0002571367,0.0001173298,0.00001586492,0.01738116,0.0004020619,0.000007757477,0.0007667732,0.9123558,0.0008388276],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3269328,0.004370393,0.0003741948,0.003314898,0.004951013,0.0009678464,0.003624412,0.0001476779,0.6553167],"genre_scores_gemma":[0.08359553,0.001864556,0.0001822147,0.0006382313,0.0001243733,0.00003805243,0.0004742973,0.0001606409,0.9129221],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.358364,"threshold_uncertainty_score":0.9995458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0443064186856409,"score_gpt":0.2037017258184713,"score_spread":0.1593953071328304,"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."}}