{"id":"W4408797801","doi":"10.1016/j.labinv.2024.102526","title":"300 Supporting Pathology Diagnosis in Low Resource Settings, Review of A Long-Term Partnership","year":2025,"lang":"en","type":"review","venue":"Laboratory Investigation","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Engineers Without Borders Canada","funders":"","keywords":"Term (time); General partnership; Medicine; Pathology; Resource (disambiguation); Intensive care medicine; Computer science; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005380302,0.0008034544,0.002107457,0.005065304,0.0005281108,0.003580563,0.001675481,0.00217227,0.007373793],"category_scores_gemma":[0.01287692,0.0005142949,0.001254503,0.005158784,0.0009710754,0.002899531,0.001559136,0.002228582,0.001827886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001742819,"about_ca_system_score_gemma":0.007810274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003992779,"about_ca_topic_score_gemma":0.008952983,"domain_scores_codex":[0.9980129,0.000574068,0.0004926916,0.0002269218,0.0005779101,0.0001155103],"domain_scores_gemma":[0.9885324,0.006566965,0.001405338,0.0001954134,0.002820765,0.0004790555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001261109,0.00006390165,0.0007025644,0.07776418,0.0003481464,0.0002458949,0.0001394059,0.0002299656,0.0004152889,0.004082986,0.04400725,0.8718743],"study_design_scores_gemma":[0.00005670321,0.0001261317,0.002672198,0.1357384,0.0009340479,0.001725731,0.0003380737,0.0001362393,0.0001833962,0.001571487,0.856475,0.00004272655],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004191726,0.998705,0.0000535016,0.0004495651,0.0002728611,0.000005892968,0.00001781434,0.000002505364,0.0004510378],"genre_scores_gemma":[0.0004834239,0.9985294,0.0001679199,0.0004348138,0.0002128242,0.000006069826,0.00003057203,0.000001291672,0.0001336405],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007373793,"threshold_uncertainty_score":0.02845412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04263182153628032,"score_gpt":0.3631365366109917,"score_spread":0.3205047150747114,"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."}}