{"id":"W7161057229","doi":"10.7202/1125073ar","title":"La transition a déjà eu lieu…","year":2025,"lang":"fr","type":"article","venue":"Cahiers Société","topic":"Migration and Exile Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cégep Saint-Jean-sur-Richelieu; Université du Québec à Montréal","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005191098,0.0001388789,0.0002074179,0.00006202321,0.0009628166,0.00007332651,0.0001347403,0.0003784736,0.00114657],"category_scores_gemma":[0.0001491726,0.0001542019,0.0001903341,0.0005969405,0.001789411,0.0001666809,0.00001494358,0.0003265126,0.0003105431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002837253,"about_ca_system_score_gemma":0.0002333015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004246121,"about_ca_topic_score_gemma":0.0004390123,"domain_scores_codex":[0.9986523,0.0004065686,0.000197747,0.0002246716,0.000199644,0.0003190395],"domain_scores_gemma":[0.999414,0.0002462892,0.00005166343,0.0001121204,0.00008648086,0.00008942717],"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":[0.00001086146,0.0000612716,0.00001686538,0.00006582151,0.00009898318,0.00000537907,0.1289639,0.000007582417,0.00003485212,0.6024937,0.196498,0.07174276],"study_design_scores_gemma":[0.000314282,0.00001685866,0.0001577718,0.00007754093,0.00008484683,4.865781e-7,0.1189801,0.00005165936,0.0000537477,0.01120102,0.8689265,0.0001351276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01446954,0.01452924,0.001540624,0.08084288,0.003360268,0.000224833,0.0000243811,0.0001002105,0.884908],"genre_scores_gemma":[0.7285158,0.005541246,0.0001588021,0.005774342,0.0005051382,0.00003250347,0.000008948985,0.000009815646,0.2594534],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7140463,"threshold_uncertainty_score":0.9997665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01432153534861021,"score_gpt":0.3317364766828098,"score_spread":0.3174149413341996,"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."}}