{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2841483,0.002613555,0.002748814,0.01616484,0.008198096,0.01910685,0.01047963,0.005294419,0.08032927],"category_scores_gemma":[0.2749735,0.003419443,0.00437552,0.01527445,0.00993844,0.02452382,0.04920736,0.01114323,0.01752068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01332757,"about_ca_system_score_gemma":0.06330419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004020641,"about_ca_topic_score_gemma":0.01154559,"domain_scores_codex":[0.763128,0.1956943,0.01379464,0.007898106,0.01431905,0.005165916],"domain_scores_gemma":[0.6450726,0.2321947,0.01297507,0.05848406,0.03706061,0.01421301],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007551368,0.0003913316,0.001408149,0.01781174,0.0003675417,0.001349982,0.1611099,0.002079835,0.003567082,0.1636854,0.2573619,0.390112],"study_design_scores_gemma":[0.0005202461,0.0001720959,0.0007382209,0.005234089,0.0001384764,0.0002504834,0.0409354,0.001366873,0.001744883,0.07686518,0.8717799,0.0002543263],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.01240502,0.004167627,0.6406706,0.07705939,0.006210462,0.05122984,0.008048402,0.02375746,0.1764511],"genre_scores_gemma":[0.06183773,0.001464293,0.8173093,0.00787153,0.0006578629,0.07079455,0.001695524,0.006632847,0.03173636],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7158517,"threshold_uncertainty_score":0.8827726,"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."}}