{"id":"W7094585729","doi":"","title":"Éditoriaux","year":2025,"lang":"fr","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Demographic Trends and Gender Preferences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre de Géomatique du Québec","funders":"","keywords":"Identification (biology); Subject (documents); Table (database)","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":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003123573,0.0004866539,0.001102059,0.00128857,0.001112212,0.002998409,0.005842127,0.0004267777,0.03809227],"category_scores_gemma":[0.0004834315,0.0004711175,0.0005007473,0.005101731,0.001180956,0.003571323,0.001388969,0.0008091459,0.00008115953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001668068,"about_ca_system_score_gemma":0.0009506491,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01378129,"about_ca_topic_score_gemma":0.002950572,"domain_scores_codex":[0.9946689,0.001139117,0.001237346,0.0007615372,0.001301815,0.0008912574],"domain_scores_gemma":[0.9965307,0.0008346097,0.0009594457,0.0006302039,0.0005552475,0.0004898295],"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":[0.00006097101,0.0003862035,0.2823961,0.0001316691,0.0005046913,0.00002289567,0.001359369,0.00002334942,0.0005585075,0.02291104,0.4716054,0.2200398],"study_design_scores_gemma":[0.0003265364,0.000008183019,0.3223364,0.0007352069,0.0002002382,0.000001479478,0.0009462224,0.00001334706,0.0004572381,0.1138123,0.5607808,0.000382146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1445884,0.3747012,0.0004627854,0.01151691,0.04957371,0.0007107245,0.0001625373,0.00009786218,0.4181859],"genre_scores_gemma":[0.8234991,0.1230525,0.0002139425,0.0007215423,0.002438073,0.00004249082,0.000008767808,0.00003541677,0.04998817],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6789107,"threshold_uncertainty_score":0.999774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3519876401179793,"score_gpt":0.611595803640462,"score_spread":0.2596081635224827,"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."}}