{"id":"W2795280957","doi":"10.2196/10541","title":"Recruitment of Cohort Number 20 of Field Epidemiology Training Program — Lessons Learned — Egypt, 2017","year":2018,"lang":"en","type":"article","venue":"Iproceedings","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epidemiology; Christian ministry; Training (meteorology); Cohort; Cohort study; Work (physics); Population; Medicine; Medical education; Geography; Environmental health; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009723493,0.0001178158,0.0005077824,0.000105735,0.000086899,0.00000560698,0.00009685394,0.0001685232,0.000510719],"category_scores_gemma":[0.001005863,0.000094788,0.0001329984,0.0002725831,0.0003197372,0.00007133627,0.00006366468,0.0002572835,0.00005124637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003474972,"about_ca_system_score_gemma":0.00008680556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003196198,"about_ca_topic_score_gemma":0.00001455749,"domain_scores_codex":[0.99873,0.00002444576,0.0004291985,0.0002684326,0.0001888993,0.0003589979],"domain_scores_gemma":[0.9988891,0.000168819,0.0001827552,0.0001559912,0.0004685737,0.0001347048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000585051,0.0006541376,0.376143,0.0003444255,0.0004920288,0.000008765162,0.002396436,6.46722e-7,0.05860771,0.008647677,0.03515901,0.5169612],"study_design_scores_gemma":[0.005847976,0.01943171,0.2590379,0.001507449,0.0007494495,0.0006859227,0.004166256,0.003044575,0.3106518,0.006725216,0.3873335,0.000818221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8771447,0.00007665005,0.0001702896,0.006844402,0.0001514772,0.0009921849,0.000006707861,0.00007694513,0.1145367],"genre_scores_gemma":[0.9938794,0.0001446724,0.002916946,0.0002467945,0.0002799978,0.0001372699,0.00000795806,0.00001620627,0.00237075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5161429,"threshold_uncertainty_score":0.5592015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.426987328251167,"score_gpt":0.5288728918868565,"score_spread":0.1018855636356895,"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."}}