{"id":"W4404365411","doi":"10.1002/pros.24824","title":"Reactive Stroma and Acinar Morphology in Prostate Cancer: Implications for Progression and Prognostic Assessment","year":2024,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Stroma; Stromal cell; Prostate cancer; Prostate; Pathology; Extracellular matrix; Medicine; Cancer; Immunohistochemistry; Biology; Internal medicine; Cell 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002281064,0.0001639893,0.0002270711,0.00008027555,0.0001149632,0.00006406132,0.0000377933,0.00003588312,0.000004492123],"category_scores_gemma":[0.0000236472,0.00009876884,0.00003004303,0.0001645351,0.0001459383,0.00009996472,0.00006087261,0.0001629407,0.000001228318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000194052,"about_ca_system_score_gemma":0.0002043369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007599091,"about_ca_topic_score_gemma":0.0000398047,"domain_scores_codex":[0.9989902,0.00003724376,0.0002050711,0.000399456,0.00007875277,0.0002892383],"domain_scores_gemma":[0.999409,0.0002039819,0.00005703313,0.0001768496,0.00006437717,0.00008878843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006134858,0.0003631093,0.7054073,0.0009248401,0.0002475119,0.0001071083,0.00383717,0.000007809109,0.01296416,0.005468654,0.0007989714,0.2692599],"study_design_scores_gemma":[0.002296879,0.001815772,0.9778803,0.001011862,0.0003120476,0.000184085,0.0003165222,0.0007796583,0.002590798,0.007876956,0.004765698,0.0001694483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477333,0.01102955,0.0000366478,0.03616126,0.00008087497,0.004527697,0.000250285,0.00006402646,0.0001163158],"genre_scores_gemma":[0.9868723,0.004789354,0.0007097308,0.0001682719,0.00003912713,0.007130244,0.00007538597,0.00003003311,0.0001855719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.272473,"threshold_uncertainty_score":0.4027677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02306699193130368,"score_gpt":0.381315289380441,"score_spread":0.3582482974491373,"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."}}