{"id":"W1997829698","doi":"10.1002/pros.20381","title":"Three new serum markers for prostate cancer detection within a percent free PSA‐based artificial neural network","year":2005,"lang":"en","type":"article","venue":"The Prostate","topic":"Macrophage Migration Inhibitory Factor","field":"Immunology and Microbiology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Prostate cancer; Prostate; Medicine; Hyperplasia; Urology; Prostate-specific antigen; Prostate biopsy; Logistic regression; Macrophage migration inhibitory factor; Internal medicine; Oncology; Cancer; Cytokine","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":[0.001213015,0.00071316,0.0005053243,0.0006881895,0.0001914392,0.0006393002,0.0005030449,0.000587662,0.001059057],"category_scores_gemma":[0.004322683,0.0002037593,0.0004538841,0.0002953077,0.0002342113,0.000420928,0.0002917345,0.0005425453,0.0002471662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007288307,"about_ca_system_score_gemma":0.0006133622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002378321,"about_ca_topic_score_gemma":0.002249714,"domain_scores_codex":[0.9996004,0.0001514893,0.00003276049,0.00007837859,0.00008512997,0.00005194866],"domain_scores_gemma":[0.9985273,0.0009221164,0.0001790885,0.00004698902,0.0002752508,0.00004921609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003136418,0.0009780377,0.1913921,0.0002815255,0.0006482115,0.0001995157,0.0001229816,0.4298067,0.01364897,0.00094145,0.002225934,0.3566182],"study_design_scores_gemma":[0.00004366553,0.000302963,0.01510377,0.0000260953,0.0001042555,0.0001040731,0.00001893797,0.9796706,0.003812015,0.0004723613,0.0003207933,0.00002048392],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.807838,0.001085765,0.1859626,0.0006224053,0.00008782605,0.0001100334,0.000412113,0.001025889,0.002855443],"genre_scores_gemma":[0.9619356,0.0001490676,0.03648194,0.00009809509,0.00002617819,0.0001002732,0.0003005623,0.00001507482,0.000893172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002378321,"threshold_uncertainty_score":0.006415129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754626292112096,"score_gpt":0.2464888506211011,"score_spread":0.2289425876999801,"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."}}