{"id":"W4283641611","doi":"10.36106/ijsr/2900150","title":"LEPROSY A CHANGE IN PROFILE?","year":2022,"lang":"en","type":"article","venue":"INTERNATIONAL JOURNAL OF SCIENTIFIC RESEARCH","topic":"Leprosy Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Hospital","funders":"","keywords":"Leprosy; Medicine; Lepromatous leprosy; Dermatology; Observational study; Acid-fast; Internal medicine; Pathology; Tuberculosis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005693674,0.0000561556,0.0001387223,0.001793012,0.0001906085,0.0001626413,0.00054605,0.00001844205,0.002047465],"category_scores_gemma":[0.0003809861,0.00004373634,0.00009423526,0.0009070262,0.0001933547,0.0002197245,0.0003773149,0.0008375075,0.00007780128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008635703,"about_ca_system_score_gemma":0.0007361675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001082625,"about_ca_topic_score_gemma":0.00001942968,"domain_scores_codex":[0.994815,0.000215976,0.0003233098,0.0002077698,0.004103196,0.0003347451],"domain_scores_gemma":[0.998032,0.0000997568,0.00008145854,0.000178515,0.001428398,0.0001798474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005881687,0.00649333,0.6813181,0.00007271783,0.0004675718,0.02100672,0.007329151,0.00003091368,0.05662791,0.002882035,0.03118998,0.1866999],"study_design_scores_gemma":[0.01780859,0.006316388,0.6263608,0.0004943382,0.00002653158,0.007261832,0.004630109,0.002892539,0.02714344,0.005637919,0.3011055,0.0003220265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837635,0.0004408681,0.000003161573,0.01098137,0.001042185,0.0004344962,0.00002200088,0.000004223954,0.003308208],"genre_scores_gemma":[0.9938061,0.00002999706,0.000216941,0.00005924295,0.0003039818,0.0001028283,0.00001761045,0.000008343744,0.005454916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2699155,"threshold_uncertainty_score":0.9988648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.236659762404826,"score_gpt":0.5038340256077248,"score_spread":0.2671742632028988,"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."}}