{"id":"W1608188497","doi":"10.1111/j.1365-2559.2011.04003.x","title":"Gleason grading: past, present and future","year":2011,"lang":"en","type":"article","venue":"Histopathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network; McMaster University","funders":"","keywords":"Grading (engineering); Medicine; Medical physics; Biology","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":[0.006951434,0.0008917935,0.0008463427,0.004698785,0.0004115474,0.002313197,0.0009708332,0.0007009065,0.002761564],"category_scores_gemma":[0.007453035,0.0002449006,0.0003611899,0.005095175,0.002422646,0.003877293,0.001339147,0.002279966,0.001952517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002114976,"about_ca_system_score_gemma":0.001299344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004660351,"about_ca_topic_score_gemma":0.008349649,"domain_scores_codex":[0.998503,0.0004838661,0.0002206289,0.0001147607,0.0005748305,0.0001028869],"domain_scores_gemma":[0.9970801,0.000528941,0.0003960424,0.0001689171,0.001528477,0.0002974708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002195008,0.00002939483,0.01168839,0.0009716037,0.00006760038,0.0001866457,0.000389694,0.0004210137,0.000622623,0.02012382,0.06906362,0.896216],"study_design_scores_gemma":[0.0000352277,0.0002618673,0.02733696,0.00250504,0.0000801069,0.00466501,0.001482194,0.0007832652,0.0007003322,0.03420416,0.9278255,0.0001201222],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01353309,0.8489454,0.02084473,0.0691239,0.01252227,0.00009249772,0.001114714,0.000321842,0.03350155],"genre_scores_gemma":[0.2307775,0.6959074,0.0305758,0.009151446,0.01506215,0.0001223088,0.002040343,0.0002394115,0.01612367],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006951434,"threshold_uncertainty_score":0.03676313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0296122300331337,"score_gpt":0.2509600167564321,"score_spread":0.2213477867232984,"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."}}