{"id":"W1987388972","doi":"10.1159/000323953","title":"Stress as a Risk Factor for Multiple Sclerosis Onset or Relapse: A Systematic Review","year":2011,"lang":"en","type":"review","venue":"Neuroepidemiology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":172,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Observational study; Psychosocial; Blinding; Clinical psychology; Multiple sclerosis; Physical therapy; Psychiatry; Internal medicine; Randomized controlled trial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002815287,0.001335991,0.01527746,0.0004728262,0.0002982773,0.00001913362,0.0009397388,0.0008322656,0.0005658653],"category_scores_gemma":[0.2277959,0.0007728963,0.002675063,0.0005814305,0.0003936543,0.00007439982,0.0005251272,0.001888075,0.0007371418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002817126,"about_ca_system_score_gemma":0.0006986342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000183311,"about_ca_topic_score_gemma":0.0001186321,"domain_scores_codex":[0.986405,0.006231759,0.003721017,0.001750244,0.0004257514,0.001466301],"domain_scores_gemma":[0.9642671,0.02962349,0.00264486,0.002360744,0.0004617455,0.0006421133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000151957,0.000161129,0.0001554246,0.8812541,0.001307372,0.0000405407,0.00004005153,4.285286e-8,3.704464e-7,0.0000125987,0.0122205,0.1046559],"study_design_scores_gemma":[0.0008234137,0.00101476,0.0002698343,0.6069406,0.007961733,0.0002826772,0.000009267121,0.00001531536,5.443887e-7,0.00000776007,0.3822207,0.0004534115],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009246164,0.9719049,0.00007840019,0.000272714,0.0005223067,0.02216295,0.00472912,0.000227143,0.0000932266],"genre_scores_gemma":[0.00001272738,0.9832608,0.0009132397,0.001738993,0.0003073715,0.01176348,0.000310994,0.0002620303,0.001430418],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3700002,"threshold_uncertainty_score":0.9999391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.376367179434963,"score_gpt":0.4404106541402465,"score_spread":0.0640434747052836,"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."}}