{"id":"W2034724097","doi":"10.1088/0031-9155/46/5/313","title":"The inclusion of capillary distribution in the adiabatic tissue homogeneity model of blood flow","year":2001,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"MRI in cancer diagnosis","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Centre; University of Toronto; Lawson Health Research Institute; Western University; Princess Margaret Cancer Centre","funders":"","keywords":"Homogeneity (statistics); Capillary action; Standard deviation; Blood flow; Adiabatic process; Distribution (mathematics); Biomedical engineering; Mechanics; Biological system; Physics; Mathematics; Biology; Statistics; Medicine; Thermodynamics; Radiology; Mathematical analysis","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":[0.0005953319,0.0000790636,0.0002880765,0.00002980711,0.00005235374,6.102371e-7,0.0001124577,0.00006408925,0.000005218339],"category_scores_gemma":[0.0001278573,0.00003948786,0.00001993805,0.0002627839,0.0003691048,0.00001440367,0.0001004294,0.0001501078,1.979593e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000180066,"about_ca_system_score_gemma":0.00004275786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004652802,"about_ca_topic_score_gemma":0.0002285486,"domain_scores_codex":[0.9992614,0.00009973635,0.0002752916,0.0001226304,0.0001075429,0.0001333413],"domain_scores_gemma":[0.9991641,0.0004521204,0.00009168708,0.0002173377,0.00005263154,0.00002209292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005543104,0.001490564,0.5391945,0.0006323041,0.0001708777,0.00003570577,0.01150774,0.001379061,0.1770399,0.01950013,0.004319188,0.2441757],"study_design_scores_gemma":[0.02606362,0.01131114,0.1764754,0.003732243,0.002095565,0.0002439679,0.005423279,0.199869,0.145336,0.4109986,0.01754597,0.0009052681],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854224,0.004589981,0.000720691,0.008594015,0.00005759561,0.0002680755,0.00001880511,0.000002986418,0.0003255059],"genre_scores_gemma":[0.9828093,0.01649842,0.00008199234,0.0003631119,0.0001499025,0.00002164287,0.00006745013,0.000003716206,0.000004464707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3914985,"threshold_uncertainty_score":0.1610268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1401529329973737,"score_gpt":0.3861821074349347,"score_spread":0.246029174437561,"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."}}