{"id":"W2152286217","doi":"10.1016/j.humpath.2009.01.011","title":"Validation of immature adipogenic status and identification of prognostic biomarkers in myxoid liposarcoma using tissue microarrays","year":2009,"lang":"en","type":"article","venue":"Human Pathology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Vancouver Coastal Health Research Institute","funders":"","keywords":"Myxoid liposarcoma; Liposarcoma; Tissue microarray; Pathology; Adipose tissue; Immunohistochemistry; Adipogenesis; Gene expression profiling; Biology; Medicine; Proportional hazards model; Sarcoma; Cancer research; Oncology; Internal medicine; Gene expression; Gene; Genetics","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":[0.0008989298,0.0002000993,0.0002984366,0.0007075449,0.0002697791,0.0004571322,0.0002213121,0.0002166267,0.00114353],"category_scores_gemma":[0.0008968453,0.0001860552,0.0001524827,0.0005467784,0.0002095256,0.0003320096,0.0002785797,0.0003226195,0.0003942385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001376944,"about_ca_system_score_gemma":0.0002221784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004279622,"about_ca_topic_score_gemma":0.0005810499,"domain_scores_codex":[0.9995255,0.000125775,0.00007445146,0.00008608257,0.0001166614,0.00007154029],"domain_scores_gemma":[0.9995729,0.0001364522,0.00006178436,0.00007843709,0.000124568,0.00002577649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009101499,0.0001586841,0.06505638,0.0001244962,0.00005736896,0.000191827,0.0002271672,0.0004889144,0.9164565,0.0003348264,0.0002501958,0.01574353],"study_design_scores_gemma":[0.0001173366,0.001506737,0.3172574,0.00004755734,0.0003047645,0.002398767,0.0008284674,0.01129086,0.656617,0.0006334126,0.008962816,0.00003491162],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928865,0.0007759263,0.004313712,0.00008008588,0.00001926818,0.00008447823,0.0006904569,0.00003577146,0.0011138],"genre_scores_gemma":[0.9880041,0.0005220672,0.008297391,0.00005596679,0.00001838574,0.0002152891,0.001856884,0.000009562706,0.001020409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00114353,"threshold_uncertainty_score":0.004754066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02243320930110589,"score_gpt":0.3109547283706803,"score_spread":0.2885215190695744,"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."}}