{"id":"W2134132076","doi":"10.5041/rmmj.10164","title":"rain Neoplasms and Coagulation—Lessons from Heterogeneity","year":2014,"lang":"en","type":"article","venue":"Rambam Maimonides Medical Journal","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal Children's Hospital","funders":"Canadian Institutes of Health Research; McGill University","keywords":"Brain tumor; Medicine; Tumor microenvironment; Glioma; Medulloblastoma; Cancer research; Angiogenesis; PTEN; Context (archaeology); Coagulation; Tissue factor; Pathology; Bioinformatics; Neuroscience; Biology; Tumor cells; Apoptosis; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006117237,0.0001820469,0.0004060227,0.00009535973,0.0002053657,0.00009037868,0.00009689036,0.0001805299,0.0007917034],"category_scores_gemma":[0.0007638196,0.0001287973,0.000136456,0.0000915686,0.0001511606,0.00007591673,0.00006030287,0.0004139351,0.00005541176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006957302,"about_ca_system_score_gemma":0.0001234953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007063302,"about_ca_topic_score_gemma":0.00009843409,"domain_scores_codex":[0.9981268,0.0001470853,0.0003868054,0.0002517202,0.0007746177,0.0003129955],"domain_scores_gemma":[0.9981173,0.0004321164,0.000124232,0.0002046352,0.00007356114,0.001048165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001816698,0.0007249986,0.6836582,0.00002715716,0.0004766494,0.001085229,0.000182049,0.00001552551,0.002449192,0.001323263,0.007879009,0.3019971],"study_design_scores_gemma":[0.004238853,0.0003871958,0.9672074,0.0003687777,0.000284219,0.002675303,0.00007860103,0.004555982,0.003081619,0.003257344,0.0136726,0.0001921506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805413,0.0007433229,0.002012366,0.01562423,0.0003151204,0.0001231987,0.000007690859,0.00003776269,0.0005949853],"genre_scores_gemma":[0.9946067,0.0003979355,0.00235261,0.001862364,0.0007010028,0.000008873242,0.00002144036,0.00002094844,0.00002808328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3018049,"threshold_uncertainty_score":0.8668596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02040114015240392,"score_gpt":0.3087491783538164,"score_spread":0.2883480382014125,"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."}}