{"id":"W2793741909","doi":"10.1016/s2214-109x(18)30069-x","title":"MicroResearch: an effective approach to local research capacity development","year":2018,"lang":"en","type":"letter","venue":"The Lancet Global Health","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Capacity development; Environmental planning; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007297228,0.0004024653,0.0006086425,0.0001230137,0.0006786279,0.0001539374,0.002229128,0.000887271,0.00001474802],"category_scores_gemma":[0.0004262951,0.0002725139,0.0001041732,0.0004976433,0.001487067,0.000004816258,0.001196022,0.002052422,0.0004248342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007370581,"about_ca_system_score_gemma":0.001877343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007474584,"about_ca_topic_score_gemma":0.0005265072,"domain_scores_codex":[0.9925148,0.001747102,0.0005341032,0.0008847234,0.001888038,0.002431161],"domain_scores_gemma":[0.9969037,0.00008835188,0.0001207943,0.001485317,0.0007117405,0.0006901155],"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":[0.0001870624,0.00009832788,0.00004602131,0.000467633,0.00008658411,0.000004268393,0.0003882725,0.000002173763,0.0001140963,0.00002821131,0.9509495,0.04762786],"study_design_scores_gemma":[0.0004375224,0.001720759,0.002211221,0.00008489223,0.000004640397,0.00002980561,0.000177807,0.00007193076,0.001411028,0.0003614891,0.9931693,0.0003195839],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05165624,0.001673041,0.02635642,0.8804657,0.00127551,0.008451424,0.001704916,0.0001166706,0.02830011],"genre_scores_gemma":[0.038803,0.0009178304,0.02007473,0.9047782,0.02822085,0.000666658,0.004236873,0.0001200108,0.002181869],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04730827,"threshold_uncertainty_score":0.9999727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1239386347901748,"score_gpt":0.4142550871035126,"score_spread":0.2903164523133378,"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."}}