{"id":"W2558254411","doi":"10.1136/bmjgh-2016-000132","title":"Addressing the challenges of diagnostics demand and supply: insights from an online global health discussion platform","year":2016,"lang":"en","type":"article","venue":"BMJ Global Health","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Universiteit Maastricht; McGill University; London School of Hygiene and Tropical Medicine; University of Southern California; Emory University; Bill and Melinda Gates Foundation","keywords":"Interoperability; Workforce; Business; Corporate governance; Supply chain; Health care; Health informatics; Global health; Knowledge management; Process management; Quality (philosophy); Marketing; Computer science; Economics; Economic growth","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04639611,0.000714466,0.0005967444,0.00286069,0.01326447,0.01205911,0.002812265,0.00540211,0.006175061],"category_scores_gemma":[0.06973198,0.0007708061,0.0006093163,0.002572472,0.01081008,0.02051847,0.01954774,0.005158615,0.00105005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00677427,"about_ca_system_score_gemma":0.007314364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002092369,"about_ca_topic_score_gemma":0.002641946,"domain_scores_codex":[0.9396953,0.05273799,0.0009318184,0.001181439,0.003009117,0.002444424],"domain_scores_gemma":[0.8342917,0.1498207,0.004187441,0.001778904,0.004266654,0.005654531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000636803,0.0001146833,0.003661437,0.0003462251,0.000007587517,0.0008942783,0.9698094,0.0001626614,0.0006038521,0.01000938,0.003456639,0.01087003],"study_design_scores_gemma":[0.00002986944,0.00009973502,0.001851353,0.0005276484,0.00001129556,0.0003834708,0.9044256,0.0008395052,0.0005068753,0.008361311,0.08291648,0.00004687987],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8736976,0.001233632,0.02023186,0.05594249,0.0005725939,0.000891701,0.0006003515,0.0001854252,0.04664429],"genre_scores_gemma":[0.9739622,0.0008891427,0.008358297,0.009174796,0.0002650234,0.0009369883,0.0003306398,0.0002948623,0.005788011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04639611,"threshold_uncertainty_score":0.2453691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0816704043945994,"score_gpt":0.4050481296971882,"score_spread":0.3233777253025888,"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."}}