{"id":"W1501980172","doi":"10.1111/1754-9485.12083","title":"Pulmonary hamartomas: <scp>CT</scp> pixel analysis for fat attenuation using radiologic–pathologic correlation","year":2013,"lang":"en","type":"article","venue":"Journal of Medical Imaging and Radiation Oncology","topic":"Medical Imaging and Pathology Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Hamartoma; Lesion; Attenuation; Radiology; Pixel; Histology; Nuclear medicine; Pathology","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":[0.001064072,0.0002499774,0.0002623269,0.001105618,0.0002563442,0.0004111743,0.0002430036,0.0002286418,0.001236062],"category_scores_gemma":[0.004232084,0.0001416098,0.0001430612,0.0005738424,0.0005441746,0.0003597882,0.0002750071,0.0001428087,0.00032502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001669914,"about_ca_system_score_gemma":0.0002727281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000693617,"about_ca_topic_score_gemma":0.0007609777,"domain_scores_codex":[0.9995342,0.000134144,0.00008213792,0.00007709685,0.0001315257,0.00004086742],"domain_scores_gemma":[0.997448,0.001125981,0.0008020526,0.0001757098,0.0003265008,0.0001218705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001575746,0.00001721194,0.9895595,0.00003438952,0.00002342901,0.001120691,0.00005501129,0.00003378868,0.003813425,0.00001058634,0.00003159276,0.00514279],"study_design_scores_gemma":[0.00001583155,0.0004010269,0.9619468,0.00002002872,0.00006430622,0.03111923,0.0001616374,0.0004953666,0.005493116,0.0000380407,0.000239188,0.0000054006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987638,0.0003894906,0.0004355997,0.000009613039,0.000001852812,0.00001660406,0.00003878565,0.00000759385,0.0003367304],"genre_scores_gemma":[0.9994023,0.00006698083,0.0004234871,0.000007991813,0.000004496912,0.000006226464,0.00005204328,0.000001425943,0.00003507499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001236062,"threshold_uncertainty_score":0.005627453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03354395294645651,"score_gpt":0.3513684153212118,"score_spread":0.3178244623747553,"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."}}