{"id":"W4404194774","doi":"10.1177/13524585241290102","title":"Development and initial validation of the Cognitive Change Scale (CCS)","year":2024,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Multiple sclerosis; Scale (ratio); Cognition; Psychology; Neuroscience; Geography; Psychiatry; Cartography","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":[],"consensus_categories":[],"category_scores_codex":[0.0006868803,0.0001684488,0.0002788749,0.0001979775,0.000358713,0.0001148522,0.0001080333,0.0000733703,0.00009539035],"category_scores_gemma":[0.0005863933,0.0001066375,0.0001333989,0.0003256506,0.0002515246,0.0002332403,0.0001986983,0.0004729252,0.0000192538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000114106,"about_ca_system_score_gemma":0.000166713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000241565,"about_ca_topic_score_gemma":0.00003686894,"domain_scores_codex":[0.9982167,0.0001162761,0.0004209982,0.0002333374,0.0007036374,0.0003089847],"domain_scores_gemma":[0.9990039,0.0002857874,0.0001023574,0.0001257704,0.0003042483,0.0001779104],"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":[0.0004169394,0.0003370193,0.1949111,0.0006047568,0.0006694174,0.00002489087,0.01998114,0.000002700748,0.1564772,0.0000164343,0.001113908,0.6254444],"study_design_scores_gemma":[0.001905236,0.0001025903,0.7971947,0.002982935,0.0001026018,0.0001001145,0.001264681,0.0006364302,0.1931161,0.000009817693,0.002452912,0.0001318269],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957508,0.001472907,0.00019496,0.001202543,0.0004249513,0.0005550908,0.00003146669,0.00003481451,0.000332484],"genre_scores_gemma":[0.9967226,0.0008955636,0.001579674,0.0001333931,0.0004986889,0.00006354092,0.000007049584,0.00002647801,0.0000730508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6253126,"threshold_uncertainty_score":0.4348549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2180307942094561,"score_gpt":0.3519636776207886,"score_spread":0.1339328834113325,"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."}}