{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001427533,0.0002717351,0.0001974501,0.002590824,0.0001719123,0.0005789136,0.0002598136,0.0002391392,0.002044709],"category_scores_gemma":[0.001821315,0.0002156326,0.0001808814,0.00090005,0.000475541,0.0005182486,0.0004446495,0.0002247285,0.000339701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002422478,"about_ca_system_score_gemma":0.0001433153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004948642,"about_ca_topic_score_gemma":0.0008701286,"domain_scores_codex":[0.9991648,0.0002227881,0.00009079253,0.0001306432,0.0003505759,0.00004052149],"domain_scores_gemma":[0.9984665,0.0004299181,0.0005143594,0.0001727289,0.0003403052,0.00007633504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007271956,0.00007878761,0.7797874,0.0005653432,0.0001419703,0.0007654348,0.0004240323,0.0005882038,0.0927179,0.0002988169,0.0005885607,0.1233164],"study_design_scores_gemma":[0.00002083215,0.0005407102,0.9370972,0.0001203796,0.0001381005,0.01438007,0.0005638,0.002041066,0.04016278,0.0004665589,0.004428507,0.00003991693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767097,0.006373339,0.01254507,0.00008893771,0.00004541939,0.00006893519,0.0005319034,0.0001549654,0.00348176],"genre_scores_gemma":[0.9853739,0.001531241,0.01147454,0.00003210501,0.00002004562,0.00004303736,0.0002914853,0.0000195506,0.00121406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002590824,"threshold_uncertainty_score":0.007549584,"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."}}