{"id":"W3109056098","doi":"10.4000/hommesmigrations.11987","title":"The Perfect Candidate","year":2020,"lang":"en","type":"article","venue":"Hommes & migrations","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Computer 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"],"consensus_categories":[],"category_scores_codex":[0.0002773491,0.0000499221,0.00005472292,0.00000924638,0.00144921,0.0001534912,0.000223463,0.00002876117,0.0003026623],"category_scores_gemma":[0.0002696869,0.0000390854,0.00003801928,0.0001225016,0.0001485603,0.0001051896,0.00002447926,0.0000745439,0.0005146783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005985462,"about_ca_system_score_gemma":0.0002248453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006104177,"about_ca_topic_score_gemma":0.005253157,"domain_scores_codex":[0.9993939,0.0001021423,0.0001083985,0.0001053067,0.0001092189,0.0001810515],"domain_scores_gemma":[0.999504,0.0002544008,0.00003639473,0.00008942268,0.00002445852,0.00009136713],"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":[0.000003201456,0.000009312822,0.01317746,0.000001351302,0.00002763207,8.921918e-7,0.09609894,0.000007469489,0.00004624212,0.02414325,0.8452324,0.02125183],"study_design_scores_gemma":[0.00006020117,0.000006236163,0.002978185,0.000001254192,0.000005440566,9.630907e-8,0.0182423,0.00004396563,0.00003314191,0.0007573011,0.9778106,0.00006124833],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4269587,0.007598391,0.0007012132,0.4219786,0.001287767,0.0007988007,0.0000298048,0.0004482896,0.1401984],"genre_scores_gemma":[0.9884427,0.0003445814,0.0003214155,0.002930961,0.0003383218,0.00004559616,0.000007936403,0.000006768998,0.00756169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.561484,"threshold_uncertainty_score":0.9998507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02469388675888194,"score_gpt":0.2917682336214175,"score_spread":0.2670743468625355,"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."}}