{"id":"W244055145","doi":"10.1007/s40272-015-0132-6","title":"Better Therapies for Children: A Worldwide Search for Needed Human Resources","year":2015,"lang":"en","type":"article","venue":"Pediatric Drugs","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Alliance; Global health; Health professionals; Family medicine; Medical education; Nursing; Public health; Health care; Economic growth; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.0007032321,0.0001428013,0.0002638524,0.00009908561,0.0002167553,0.00004621412,0.0001171571,0.00005509546,0.00005465401],"category_scores_gemma":[0.0001678366,0.000106913,0.0001336037,0.000199084,0.0000483037,0.00008871637,0.00006026651,0.0001628318,0.0000334449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003588185,"about_ca_system_score_gemma":0.00004291794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001094284,"about_ca_topic_score_gemma":0.000004121462,"domain_scores_codex":[0.9988416,0.00003914613,0.0002140328,0.0002409491,0.000275073,0.0003892273],"domain_scores_gemma":[0.9988043,0.0005828633,0.00006943552,0.0001551525,0.0001571946,0.0002310803],"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":[0.003047575,0.0007020613,0.4289561,0.0005702404,0.0008030797,0.000006394513,0.01933327,0.000005603324,0.0002559152,0.0005453581,0.4619969,0.08377749],"study_design_scores_gemma":[0.01242678,0.001148515,0.03825348,0.0000169747,0.001355838,0.00001278949,0.004356828,0.0001206029,0.001030844,0.001600759,0.9391952,0.0004814107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638483,0.004545266,0.0001576073,0.02649861,0.0001626625,0.001177954,0.00002720204,0.00008033423,0.003502067],"genre_scores_gemma":[0.985521,0.0003253548,0.001878601,0.005029347,0.004832828,0.0002291249,0.00004215764,0.00003990125,0.002101708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4771983,"threshold_uncertainty_score":0.4359784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07510939099382584,"score_gpt":0.3813814893922735,"score_spread":0.3062720983984477,"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."}}