{"id":"W4317902594","doi":"10.14740/jocmr4835","title":"Rapid Cytological Diagnosis With Evaluation of Pre- and Post-Therapeutic Fungal Morphological Characteristics in Mucormycosis","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Histopathology; Mucormycosis; Medicine; Biopsy; Pathology; Cytology; Mycosis; Gold standard (test); Surgery; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001005275,0.0003210672,0.0002858906,0.001229283,0.0002223761,0.0004126437,0.0003144589,0.0005503359,0.001313883],"category_scores_gemma":[0.002586208,0.0001811522,0.0001542565,0.0003549057,0.0005667161,0.0005182034,0.0003889711,0.0004230624,0.0003892065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002591315,"about_ca_system_score_gemma":0.000232573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004972699,"about_ca_topic_score_gemma":0.0008565864,"domain_scores_codex":[0.999566,0.0001300208,0.00005201935,0.00005965203,0.000148917,0.00004331599],"domain_scores_gemma":[0.9983932,0.0006372302,0.0002638108,0.0001187678,0.0004085749,0.0001783454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0033527,0.0003555447,0.7250384,0.00044392,0.00003562437,0.00246632,0.0005900956,0.0005049243,0.195191,0.0001028204,0.0003786125,0.07154],"study_design_scores_gemma":[0.00009578934,0.004041039,0.8568506,0.0001226775,0.00009768904,0.01854976,0.0008245627,0.003120048,0.1135224,0.0001683652,0.002565276,0.00004182132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910841,0.003034646,0.004082101,0.0001009385,0.00003363745,0.0001323446,0.00008266803,0.00008425365,0.001365325],"genre_scores_gemma":[0.9951847,0.0004390189,0.004021554,0.00003169805,0.00001757106,0.0000339127,0.00008542419,0.000004751116,0.0001812382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001313883,"threshold_uncertainty_score":0.005316496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3923119132546691,"score_gpt":0.5522076965827842,"score_spread":0.1598957833281151,"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."}}