{"id":"W2105619232","doi":"10.1002/dc.21114","title":"Unusual microbial organisms seen in two cervical smears","year":2009,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Fungal Infections and Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Asymptomatic; Pathology; Cytology; Differential diagnosis; Hypha; Microbiology; 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":[0.0001550708,0.0001468627,0.0003747128,0.0001613281,0.00006681708,0.000009243011,0.00005895159,0.00009261476,0.0001831451],"category_scores_gemma":[0.001026812,0.0001321817,0.00006567309,0.0002721074,0.0001021878,0.00002955015,0.00004337399,0.0002904858,0.0002191808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007352682,"about_ca_system_score_gemma":0.00005351982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007664898,"about_ca_topic_score_gemma":0.0001770144,"domain_scores_codex":[0.9989732,0.0000660798,0.0002604269,0.0002814661,0.00008504521,0.0003337929],"domain_scores_gemma":[0.9991944,0.0004396274,0.00003291198,0.0001926636,0.00005608842,0.00008427096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001608119,0.001204219,0.9133593,0.00003272149,0.00002522569,0.005549754,0.001181025,0.00002668668,0.05741946,0.003685209,0.003451327,0.01390429],"study_design_scores_gemma":[0.001945366,0.0007500082,0.9911554,0.00005071942,0.00005055848,0.001204229,0.00008762975,0.00001861781,0.002559925,0.0006202893,0.001414551,0.0001426474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904028,0.0002958726,0.0001408844,0.003890657,0.0003305608,0.0002384797,0.00001006537,0.00007460746,0.004616078],"genre_scores_gemma":[0.9960756,0.0001246255,0.0005510777,0.00275518,0.0002581094,0.00001411621,0.0000210242,0.00001257877,0.0001876999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0777962,"threshold_uncertainty_score":0.5390215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01088002917431984,"score_gpt":0.3042769462239778,"score_spread":0.2933969170496579,"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."}}