{"id":"W1990419608","doi":"10.1155/2013/429171","title":"Outcomes of a Peer Support Program in Multiple Sclerosis in an Australian Community Cohort: A Prospective Study","year":2013,"lang":"en","type":"article","venue":"Journal of Neurodegenerative Diseases","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Royal Australasian College of Physicians","keywords":"Algorithm; Depression (economics); Artificial intelligence; Machine learning; Psychology; Computer science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001781934,0.0004233588,0.0004845908,0.000683057,0.001685806,0.001013755,0.000659158,0.0007907682,0.0009000427],"category_scores_gemma":[0.002918927,0.0004341655,0.0005436915,0.0008987148,0.0005255736,0.0007084082,0.001084646,0.001291281,0.0002663742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007713744,"about_ca_system_score_gemma":0.001288595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04266575,"about_ca_topic_score_gemma":0.03975494,"domain_scores_codex":[0.9988567,0.0004036505,0.00007790067,0.0001706986,0.0002795686,0.0002114908],"domain_scores_gemma":[0.9983616,0.0001160339,0.0004841055,0.0001076282,0.0002999929,0.0006305592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001496997,0.0004615936,0.9958439,0.00002465309,0.00005432095,0.0002039062,0.001256338,0.00001117845,0.000192051,0.00001092054,0.00008793639,0.001703406],"study_design_scores_gemma":[0.00001329407,0.0004423049,0.9982033,0.00001418907,0.0000294076,0.0001497811,0.0009203441,0.00005733948,0.00001983068,0.00001046343,0.000134697,0.000005068215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995621,0.00009996077,0.00002381365,0.0000352052,0.000004365324,0.00003697973,0.00004668132,9.633552e-7,0.0001897579],"genre_scores_gemma":[0.9994366,0.0001253894,0.00007791981,0.00004890161,0.000009028169,0.00006035037,0.00006398174,0.000001474774,0.0001763716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04266575,"threshold_uncertainty_score":0.08483481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1407241758877202,"score_gpt":0.3853502356132902,"score_spread":0.2446260597255699,"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."}}