{"id":"W2165843797","doi":"10.1080/1357714021000065396","title":"Statistical Classification Strategy for Proton Magnetic ResonanceSpectra of Soft Tissue Sarcoma: An Exploratory Study withPotential Clinical Utility","year":2002,"lang":"en","type":"article","venue":"Sarcoma","topic":"Advanced MRI Techniques and Applications","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; Mount Sinai Hospital; National Research Council Institute for Biodiagnostics","funders":"American Society of Clinical Oncology","keywords":"Proton magnetic resonance; Medicine; Magnetic resonance imaging; Exploratory research; Sarcoma; Nuclear magnetic resonance; Pathology; Radiology; Physics; Sociology","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":[0.006061508,0.0006104404,0.0005921614,0.001571709,0.000327998,0.0005842474,0.0003615437,0.000422774,0.001229051],"category_scores_gemma":[0.01966329,0.0001453328,0.0005261987,0.0007047722,0.0005130928,0.0005296897,0.0003469351,0.0003497807,0.0003227179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004789572,"about_ca_system_score_gemma":0.0008098273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006139916,"about_ca_topic_score_gemma":0.0006442018,"domain_scores_codex":[0.9971421,0.001697952,0.0001830734,0.0002390108,0.000660726,0.00007713977],"domain_scores_gemma":[0.9893543,0.007798317,0.0007364301,0.0005474121,0.001302895,0.000260762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004137552,0.001557641,0.5531996,0.0002869815,0.000490714,0.0006190701,0.0003498193,0.02055072,0.02045052,0.00119559,0.001198293,0.3959634],"study_design_scores_gemma":[0.0004840683,0.01146545,0.3604259,0.00007003504,0.0005479419,0.002789688,0.0006300302,0.5951852,0.02119361,0.004592622,0.002482821,0.0001326314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544626,0.000452695,0.04394069,0.0001896257,0.00002558908,0.0002124025,0.0001071994,0.0001042377,0.0005049905],"genre_scores_gemma":[0.9771895,0.00008303943,0.0220838,0.00003874148,0.00002883482,0.0001367519,0.0002361257,0.00001500897,0.0001880939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006061508,"threshold_uncertainty_score":0.03205669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1452456015715093,"score_gpt":0.424890615290543,"score_spread":0.2796450137190337,"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."}}