{"id":"W3101662260","doi":"10.1038/s41598-020-76420-8","title":"Utility of shape evolution and displacement in the classification of chronic multiple sclerosis lesions","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Multiple sclerosis; Lesion; Medicine; Displacement (psychology); Nuclear medicine; Radiology; Pathology; Psychology","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":[0.003504711,0.0003832039,0.0004039168,0.001879495,0.0001936767,0.0008383264,0.0003740307,0.0005282958,0.0009466441],"category_scores_gemma":[0.01258066,0.0001933219,0.000311723,0.0007841401,0.0006011176,0.0006925351,0.0005737626,0.0003179374,0.0004017203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002576699,"about_ca_system_score_gemma":0.0001789261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001850514,"about_ca_topic_score_gemma":0.00228998,"domain_scores_codex":[0.9988592,0.0005819777,0.0001111053,0.0001418942,0.0002447568,0.00006104512],"domain_scores_gemma":[0.9930117,0.003388134,0.001743304,0.0007245003,0.0008183256,0.0003140894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009338939,0.00003461414,0.9657276,0.00002579071,0.00006955647,0.00005252131,0.00009390013,0.001337552,0.005008515,0.0000634251,0.0000985342,0.02655406],"study_design_scores_gemma":[0.00001890261,0.0004026995,0.9663305,0.00002154807,0.00004202724,0.0005557512,0.0001608929,0.02867641,0.003181215,0.0003352208,0.0002487088,0.00002604854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949504,0.0004114282,0.003787964,0.00004607661,0.000009759513,0.00001924591,0.0002048866,0.00004448861,0.0005258307],"genre_scores_gemma":[0.9977751,0.0000529602,0.001962487,0.000007697588,0.000007047925,0.000006736551,0.0001008468,0.00000451899,0.00008254847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003504711,"threshold_uncertainty_score":0.0185349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1510871797876202,"score_gpt":0.330706046744691,"score_spread":0.1796188669570708,"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."}}