{"id":"W4241954824","doi":"10.31688/abmu.2020.55.2.12","title":"Digital Assessment Of Depth Of Invasion In Melanoma Using Different Immunohistochemical Stains","year":2020,"lang":"en","type":"article","venue":"Archives of the Balkan Medical Union","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Royal Columbian Hospital","funders":"","keywords":"Immunohistochemistry; Melanoma; Pathology; Computer science; Medicine; Cancer research","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":[0.0001068113,0.00008665121,0.0002199697,0.0000388903,0.00001120424,0.000002514025,0.0003796008,0.00006475027,0.000008383391],"category_scores_gemma":[0.0003343977,0.00006086132,0.000153102,0.00008836274,0.0002778159,0.000003343308,0.000468904,0.0001194418,3.776677e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009139163,"about_ca_system_score_gemma":0.00008440628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003164903,"about_ca_topic_score_gemma":0.00001161871,"domain_scores_codex":[0.9990149,0.000114813,0.000350211,0.0001599729,0.0002636499,0.00009652781],"domain_scores_gemma":[0.9994329,0.00004641103,0.0001673544,0.0002694638,0.00001876582,0.0000651022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004043082,0.0001384006,0.02623932,0.00004954742,0.00003254781,0.000001037179,0.00005690931,0.0000106856,0.9659693,0.00004516116,0.00002988936,0.007386727],"study_design_scores_gemma":[0.0003810177,0.0002156463,0.03121808,0.000133259,0.00002185323,0.00000211095,0.0000526812,0.003800894,0.9638302,0.0001412235,0.0001346885,0.00006838526],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861325,0.00008592444,0.01203469,0.000239962,0.000006790975,0.0001035799,0.000005215719,0.00000305483,0.0013883],"genre_scores_gemma":[0.9987877,0.00009285859,0.0009714897,0.00006459613,0.00001922002,0.000001567329,0.00004305301,0.00000772191,0.00001180225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0126552,"threshold_uncertainty_score":0.2481852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023430908949069,"score_gpt":0.2752597982687615,"score_spread":0.2650254891792708,"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."}}