{"id":"W2499878734","doi":"10.1016/j.jaad.2016.07.007","title":"Imaging mass spectrometry assists in the classification of diagnostically challenging atypical Spitzoid neoplasms","year":2016,"lang":"en","type":"article","venue":"Journal of the American Academy of Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Center for Advancing Translational Sciences; National Institute of General Medical Sciences","keywords":"Medicine; Medical diagnosis; Histopathology; Retrospective cohort study; Melanoma; Pathology; Internal medicine; Dermatology","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":[0.0003217352,0.00009866302,0.0004684763,0.0002954828,0.00002806772,0.0000037639,0.0003266752,0.00004531158,0.0000272839],"category_scores_gemma":[0.0005252016,0.0000477565,0.000174859,0.0003477185,0.0004186834,0.000047846,0.00004700103,0.0003801535,0.000004188344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006121587,"about_ca_system_score_gemma":0.00003825568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003123493,"about_ca_topic_score_gemma":9.80406e-7,"domain_scores_codex":[0.9984679,0.0002369416,0.0006628052,0.0001058353,0.0003372058,0.0001893442],"domain_scores_gemma":[0.9980756,0.0006701867,0.0009994715,0.0001527459,0.00004630232,0.00005569696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001706734,0.0005299891,0.4693904,0.0001572126,0.0003330641,0.0004102034,0.0004229335,0.00001089103,0.4673647,0.006995295,0.004257132,0.04842145],"study_design_scores_gemma":[0.001019679,0.0001690447,0.9727478,0.000216923,0.000136001,0.01096558,0.000782567,0.0001969576,0.01034807,0.0008105633,0.002534415,0.00007240563],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8589185,0.0001818134,0.003753438,0.1363901,0.0001156241,0.0001364937,0.000001153425,0.000005370691,0.0004975646],"genre_scores_gemma":[0.9975327,0.0003959258,0.0008924662,0.001069347,0.00007733169,0.000002352818,8.681835e-8,0.000009291512,0.00002049224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5033574,"threshold_uncertainty_score":0.1947454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538374186471323,"score_gpt":0.2918709609880321,"score_spread":0.2764872191233189,"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."}}