{"id":"W4387533341","doi":"10.4000/hommesmigrations.15898","title":"L’île rouge","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":"ROUGE; Art; Humanities; Computer science; Natural language processing","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":[0.0002783484,0.0001426373,0.0001903735,0.00007449466,0.001566593,0.0001125334,0.0001942189,0.0001510601,0.0010714],"category_scores_gemma":[0.000205686,0.0001564869,0.000172099,0.001654528,0.0006406976,0.0002535217,0.00006760206,0.0001537539,0.005149182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001939965,"about_ca_system_score_gemma":0.0001441127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01453732,"about_ca_topic_score_gemma":0.04659915,"domain_scores_codex":[0.9985809,0.0001592674,0.0002111509,0.0002195957,0.0003067209,0.0005223723],"domain_scores_gemma":[0.999325,0.000242761,0.00006121915,0.0001548703,0.00008164822,0.0001344551],"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":[4.514478e-7,0.00004621083,0.0005950288,0.000006970897,0.00003445643,0.000005265402,0.02805462,0.00001463729,0.000006940182,0.1899704,0.763217,0.01804798],"study_design_scores_gemma":[0.00009839826,0.00002477094,0.007620556,0.00002412169,0.00004015203,2.653315e-7,0.0146084,0.0001585952,0.000006880761,0.01703578,0.9602114,0.0001707109],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.04166306,0.5390573,0.0002335412,0.1173233,0.01003097,0.0004910595,0.0002489774,0.0007103857,0.2902415],"genre_scores_gemma":[0.2969521,0.01103732,0.0001404979,0.0006289548,0.001912929,0.00006170211,0.00004713119,0.00001731787,0.6892021],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5280199,"threshold_uncertainty_score":0.9998417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06022968829229861,"score_gpt":0.2997109020910523,"score_spread":0.2394812137987537,"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."}}