{"id":"W3201266761","doi":"10.1093/ajcp/aqab131","title":"Pathology Training for Cancer Diagnosis in Africa","year":2021,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"French; Virtual microscopy; Medical education; Training (meteorology); Medicine; Cancer; Family medicine; Psychology; Pathology; Internal medicine","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":[0.001406027,0.0003296696,0.0001049345,0.0003681624,0.001344638,0.00061227,0.0004349202,0.0005092543,0.01947891],"category_scores_gemma":[0.003358538,0.000152175,0.0001452456,0.0002901564,0.0003222097,0.0005017493,0.001583626,0.0005046285,0.001805131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000767972,"about_ca_system_score_gemma":0.004830996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001438046,"about_ca_topic_score_gemma":0.005611066,"domain_scores_codex":[0.9995845,0.0001483701,0.0000184083,0.00003820674,0.00004252209,0.0001680306],"domain_scores_gemma":[0.9979517,0.0004505113,0.0002615891,0.00006158258,0.0002445731,0.001030072],"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":[0.0009228634,0.002466249,0.2799203,0.003134372,0.00002799774,0.006115193,0.01643892,0.0009509494,0.01977014,0.002786346,0.04645058,0.6210161],"study_design_scores_gemma":[0.000323667,0.004910816,0.5395665,0.003220732,0.00006144238,0.02713382,0.04160931,0.0009104707,0.007882161,0.002609495,0.3717055,0.000066203],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.939604,0.004353981,0.003454803,0.009781825,0.000803928,0.0009728146,0.0003094007,0.0001100433,0.0406093],"genre_scores_gemma":[0.9743382,0.004517637,0.008066931,0.001924829,0.0002159551,0.0004494119,0.0002673175,0.00001763199,0.01020208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01947891,"threshold_uncertainty_score":0.06516349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1225265613847068,"score_gpt":0.5189150683150272,"score_spread":0.3963885069303205,"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."}}