{"id":"W2767375489","doi":"10.1177/1352458517739990","title":"The NAIMS cooperative pilot project: Design, implementation and future directions","year":2017,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Center for Advancing Translational Sciences; National Institute of Neurological Disorders and Stroke; National Institutes of Health","keywords":"Standardization; Protocol (science); Magnetic resonance imaging; Medical physics; Computer science; Reproducibility; Pace; Multiple sclerosis; Medicine; Radiology; Pathology; Physics; Operating system","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1934492,0.00215818,0.001560322,0.00216415,0.005454956,0.004438158,0.006969117,0.003026006,0.00850691],"category_scores_gemma":[0.09099276,0.001627967,0.001629653,0.002797466,0.004276208,0.003339991,0.006433452,0.003179908,0.00338874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008843676,"about_ca_system_score_gemma":0.07390545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02668282,"about_ca_topic_score_gemma":0.02978935,"domain_scores_codex":[0.8756337,0.1012202,0.004845642,0.002911843,0.009353725,0.006034935],"domain_scores_gemma":[0.8770999,0.02186388,0.00673234,0.01774221,0.05722083,0.01934082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.07866215,0.1262486,0.146095,0.005259786,0.0007949406,0.001772583,0.02523643,0.007849809,0.008684453,0.01876679,0.05818705,0.5224425],"study_design_scores_gemma":[0.08062743,0.3698633,0.2214576,0.005929087,0.001775402,0.0007074475,0.05301649,0.01549466,0.02789254,0.02212485,0.2003213,0.0007898659],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.2359567,0.0006410367,0.06207438,0.006577084,0.0009379411,0.6733656,0.006637353,0.0007492949,0.01306067],"genre_scores_gemma":[0.1263686,0.0004682134,0.2276393,0.001727695,0.000232884,0.6347752,0.004775228,0.0001931821,0.003819743],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1934492,"threshold_uncertainty_score":0.9946207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1965319599313926,"score_gpt":0.3872271326491507,"score_spread":0.190695172717758,"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."}}