{"id":"W3016748202","doi":"10.1177/1352458520912171","title":"Weighting evidence in MS: Obesity and neurodegeneration","year":2020,"lang":"en","type":"letter","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Neurodegeneration; Multiple sclerosis; Weighting; Medicine; Obesity; Neuroscience; Psychology; Internal medicine; Disease; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008557904,0.0005740346,0.001110464,0.0005515073,0.0005305126,0.0003871336,0.000337211,0.0005000415,0.0001317446],"category_scores_gemma":[0.005855978,0.0004960047,0.0002780991,0.0004720584,0.0002445671,0.0004671512,0.0003843434,0.006251146,0.00005008553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000431691,"about_ca_system_score_gemma":0.0002751541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001900236,"about_ca_topic_score_gemma":0.0001296459,"domain_scores_codex":[0.9951161,0.0006222153,0.001020234,0.000872908,0.001462106,0.0009064978],"domain_scores_gemma":[0.9972789,0.001075391,0.0004422513,0.0004138401,0.0003946344,0.0003949511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001908821,0.00008992573,0.270845,0.0006750457,0.0001461098,0.001147087,0.000573051,0.00001912638,0.038795,3.409139e-7,0.6778054,0.009713047],"study_design_scores_gemma":[0.004572665,0.0005840079,0.8816124,0.008023305,0.0002188181,0.0004638723,0.00008999681,0.009320752,0.00253719,0.00002099799,0.09170841,0.0008476544],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2240795,0.004388365,0.0001805322,0.7695078,0.0005741555,0.001030743,0.00003517556,0.00009386396,0.0001098843],"genre_scores_gemma":[0.541548,0.02640015,0.004973205,0.4123436,0.01406958,0.0001035612,0.0000768503,0.0001964924,0.0002885044],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6107674,"threshold_uncertainty_score":0.9997492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2170659929849786,"score_gpt":0.3126813619604641,"score_spread":0.09561536897548553,"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."}}