{"id":"W4406598422","doi":"10.1016/j.msard.2025.106280","title":"A glass half empty","year":2025,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Aging, Elder Care, and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Medicine; Multiple sclerosis; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002753909,0.000181548,0.0002943396,0.0001107536,0.001487896,0.00002058263,0.0001251726,0.0004062694,0.0001966946],"category_scores_gemma":[0.0002081741,0.0001555596,0.000106902,0.0003365301,0.0001613678,0.00009467013,0.0001205891,0.0005722448,0.00008989422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005783401,"about_ca_system_score_gemma":0.00008935678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002938061,"about_ca_topic_score_gemma":0.002592502,"domain_scores_codex":[0.998432,0.0002397346,0.0004029741,0.0003387906,0.0001325664,0.0004539198],"domain_scores_gemma":[0.9991482,0.0003435521,0.0001116086,0.0002175161,0.0000733808,0.0001056631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001142359,0.0002511547,0.8331276,0.0003551375,0.0003950761,0.000002323558,0.06751072,0.00002811791,0.0006798619,0.007755217,0.02313522,0.0666454],"study_design_scores_gemma":[0.008770397,0.00009004533,0.7055697,0.00157461,0.0002197308,2.602548e-7,0.1240465,0.002410074,0.00005440774,0.01270006,0.1438031,0.0007611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909772,0.003886476,0.0002072645,0.003844929,0.00154768,0.0007323985,0.00001322987,0.0002943323,0.07970172],"genre_scores_gemma":[0.9869071,0.002560414,0.00006579169,0.001470093,0.0000427694,0.00008276157,0.00002255612,0.00002214847,0.008826314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1275578,"threshold_uncertainty_score":0.999812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03289840699267697,"score_gpt":0.3217772228482713,"score_spread":0.2888788158555943,"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."}}