{"id":"W4304615559","doi":"10.4000/hommesmigrations.14429","title":"Hervé Le Bras, Serons-nous submergés ? Épidémie, migrations, remplacement","year":2022,"lang":"fr","type":"article","venue":"Hommes & migrations","topic":"Aging, Elder Care, and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Humanities; Medicine; Philosophy","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001224338,0.0005348033,0.0006694512,0.0002923457,0.009478019,0.0001284189,0.000587615,0.000396377,0.006724736],"category_scores_gemma":[0.000268497,0.0006584694,0.0004013733,0.001107182,0.0002787834,0.0005182163,0.0005033285,0.001888796,0.0007496448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009785036,"about_ca_system_score_gemma":0.002183799,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02794792,"about_ca_topic_score_gemma":0.07520662,"domain_scores_codex":[0.9929883,0.002825585,0.001253593,0.0007904546,0.0008144028,0.00132764],"domain_scores_gemma":[0.9969765,0.0007306642,0.0005534978,0.0009596085,0.0003354457,0.0004442778],"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":[0.00003125384,0.0008976113,0.007106638,0.0001684678,0.0001776299,0.00002998239,0.1184028,0.0003951536,0.00008776715,0.01562893,0.8499421,0.007131687],"study_design_scores_gemma":[0.0008013065,0.0002029833,0.00288212,0.0001173334,0.0001911551,0.000009821347,0.2770637,0.0003502423,0.00003694898,0.002274774,0.7155519,0.0005177632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3168641,0.4571748,0.004918861,0.1753557,0.01595286,0.004876541,0.00312343,0.0009071541,0.02082648],"genre_scores_gemma":[0.6887519,0.002210056,0.001391862,0.01179497,0.001728263,0.001099092,0.001607653,0.0001444684,0.2912717],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4549648,"threshold_uncertainty_score":0.9995866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0361936398021537,"score_gpt":0.3441769959318961,"score_spread":0.3079833561297424,"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."}}