{"id":"W1851829088","doi":"10.5858/2008-0432-ccr.1","title":"Pathology services in developing countries-the West African experience.","year":2011,"lang":"en","type":"article","venue":"PubMed","topic":"History of Medical Practice","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Pathology; Developing country; Biology","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":[0.000753167,0.00009298305,0.0001816348,0.00007924881,0.00007249248,0.000006559611,0.0001984966,0.00007972123,0.0003212624],"category_scores_gemma":[0.0003648067,0.00006619423,0.00002327567,0.0002051143,0.0002689143,0.0001324004,0.00004939251,0.0002409005,0.0001215206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001576937,"about_ca_system_score_gemma":0.00008499373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000267133,"about_ca_topic_score_gemma":0.0002957213,"domain_scores_codex":[0.9988554,0.00009702703,0.0002281513,0.0002075302,0.0002474074,0.0003644837],"domain_scores_gemma":[0.9993297,0.0001425406,0.00008353498,0.0002584366,0.00004353714,0.0001421867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002444775,0.0008373913,0.3584643,0.000704241,0.0001441076,0.006024248,0.3002541,4.797628e-7,0.00008677071,0.007787615,0.006907572,0.3163444],"study_design_scores_gemma":[0.0003713626,0.00001753659,0.576898,0.00001336082,0.00001442793,0.0001164622,0.00166351,0.000002721416,0.00006995716,0.00003345592,0.4207362,0.00006304793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9065959,0.0005896861,0.00008009045,0.01595079,0.0006283611,0.0007571506,0.000001096186,0.00007791522,0.07531901],"genre_scores_gemma":[0.9889794,0.00009507003,0.0004949711,0.008870181,0.0001003201,0.000870846,0.00000168359,0.00001258069,0.0005749333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4138286,"threshold_uncertainty_score":0.3517598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05425148324663534,"score_gpt":0.2630939416318259,"score_spread":0.2088424583851905,"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."}}