{"id":"W3209209610","doi":"10.1002/cjp2.245","title":"Diagnostic and prognostic implications of a three‐antibody molecular subtyping algorithm for non‐muscle invasive bladder cancer","year":2021,"lang":"en","type":"article","venue":"The Journal of Pathology Clinical Research","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University; Ontario Institute for Cancer Research; Government of Ontario; Bladder Cancer Canada; Cancer Research Society","keywords":"Immunohistochemistry; Bladder cancer; Subtyping; Medicine; GATA3; Basal (medicine); Internal medicine; Oncology; Pathology; Cancer; Algorithm; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003176078,0.0004671153,0.0004239484,0.001283448,0.0004523352,0.001269798,0.000602301,0.000406385,0.0006612149],"category_scores_gemma":[0.006324581,0.0001611251,0.0006025599,0.0006129105,0.0003028619,0.0004136119,0.0008770679,0.0005171886,0.0003564838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005887614,"about_ca_system_score_gemma":0.0007965675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002469579,"about_ca_topic_score_gemma":0.002964998,"domain_scores_codex":[0.9986265,0.00057135,0.0001943861,0.0001896291,0.0002962968,0.0001218064],"domain_scores_gemma":[0.9968063,0.001085243,0.0006760966,0.00024012,0.0009406045,0.0002515593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006912129,0.0001188745,0.9437185,0.00004700955,0.000166864,0.00009927599,0.00005635194,0.004428982,0.008366182,0.0002476843,0.00152392,0.04053523],"study_design_scores_gemma":[0.0001388811,0.0008041232,0.6749564,0.00006210941,0.0005062148,0.001591483,0.0003387486,0.3017195,0.01468531,0.002563752,0.002572867,0.00006045954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696895,0.0004649513,0.02684859,0.0005163702,0.00004566984,0.0001390476,0.0003918607,0.000217281,0.001686735],"genre_scores_gemma":[0.9761384,0.00007293312,0.02297714,0.0000744922,0.00001416898,0.00003614871,0.0004951082,0.00001859832,0.0001730925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003176078,"threshold_uncertainty_score":0.01679689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.147934171698447,"score_gpt":0.5002481472883815,"score_spread":0.3523139755899345,"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."}}