{"id":"W2623178529","doi":"10.15406/ijvv.2017.04.00083","title":"Team Science in Vaccine Development in Developing Countries","year":2017,"lang":"en","type":"article","venue":"International Journal of Vaccines & Vaccination","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadore College","funders":"National Institute of Allergy and Infectious Diseases; Indian Institute of Science; Bill and Melinda Gates Foundation","keywords":"Developing country; Engineering ethics; Economics; Economic growth; Engineering","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":[0.0007438675,0.0001127131,0.0001576571,0.0008984191,0.00006894542,0.0001635289,0.0007629719,0.00005431768,0.00004374059],"category_scores_gemma":[0.0002889657,0.0001044647,0.00002390846,0.0001880338,0.000009115873,0.001071672,0.00006167636,0.0001699983,0.000008445187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007524216,"about_ca_system_score_gemma":0.0002227301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001632428,"about_ca_topic_score_gemma":0.0001357588,"domain_scores_codex":[0.9986932,0.000006816735,0.0005664774,0.0001066521,0.0004457921,0.0001810623],"domain_scores_gemma":[0.9991883,0.0000352372,0.0001868769,0.000117772,0.0004175366,0.00005426233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001952982,0.0003137382,0.6075479,0.0003607225,0.0001383053,0.0001220375,0.004625868,0.02633771,0.005867409,0.005446257,0.003283437,0.3457614],"study_design_scores_gemma":[0.0009343619,0.00001371464,0.9707649,0.0002623426,0.00000244567,0.00004233153,0.00004308749,0.006544446,0.00691744,0.0002965255,0.01404797,0.0001304744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899849,0.0002066535,0.00285453,0.002883444,0.003334924,0.00006591102,7.12837e-7,0.0000229775,0.0006459831],"genre_scores_gemma":[0.9967946,0.0004671937,0.002388604,0.00004973626,0.0002604415,0.000005257392,0.000002723808,0.00001139737,0.00002006323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.363217,"threshold_uncertainty_score":0.4259948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01056913712099425,"score_gpt":0.2799171289825871,"score_spread":0.2693479918615929,"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."}}