{"id":"W4390721309","doi":"10.4000/hommesmigrations.16139","title":"Déserts","year":2023,"lang":"fr","type":"article","venue":"Hommes & migrations","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Geography; Environmental science","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002492848,0.0001321709,0.0001732181,0.00007498688,0.001451844,0.00009837554,0.0001721071,0.0001399823,0.0009413028],"category_scores_gemma":[0.0001940872,0.0001442856,0.0001552445,0.001286589,0.0006040776,0.0002190701,0.00005789772,0.0001308023,0.00430642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001666338,"about_ca_system_score_gemma":0.0001413716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0116549,"about_ca_topic_score_gemma":0.03505784,"domain_scores_codex":[0.9986828,0.000148976,0.0001931809,0.0002025406,0.0002891411,0.0004833563],"domain_scores_gemma":[0.9993642,0.0002330039,0.00005397079,0.0001389071,0.00007842803,0.0001314671],"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":[4.140049e-7,0.00003820339,0.0004842945,0.000006604074,0.00003156211,0.000005869478,0.03950604,0.000008402464,0.000005046145,0.1777847,0.750904,0.03122494],"study_design_scores_gemma":[0.00008206193,0.00002093177,0.007674532,0.0000257898,0.00003622693,2.75155e-7,0.01104312,0.0001536447,0.000006145407,0.0191034,0.9616966,0.0001572321],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.04017312,0.501331,0.0001491025,0.1310728,0.01072377,0.0004284365,0.0001520604,0.0006514689,0.3153182],"genre_scores_gemma":[0.2670137,0.01221035,0.0001335094,0.0006975422,0.001797593,0.00005548258,0.00003868248,0.00001633444,0.7180368],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4891207,"threshold_uncertainty_score":0.999972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05741017583463778,"score_gpt":0.2993509468076995,"score_spread":0.2419407709730617,"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."}}