{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001044032,0.001616121,0.001383029,0.001753395,0.007493393,0.008487293,0.001782179,0.004754728,0.8140772],"category_scores_gemma":[0.004290397,0.0008582515,0.001384762,0.001164938,0.001880152,0.007897601,0.006004509,0.007767692,0.6473212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191423,"about_ca_system_score_gemma":0.002348816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008917395,"about_ca_topic_score_gemma":0.0202779,"domain_scores_codex":[0.9991025,0.00009915409,0.00003812849,0.0001491122,0.0004252588,0.0001858303],"domain_scores_gemma":[0.9968976,0.0002687919,0.00007806841,0.0003294689,0.001019727,0.001406317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000516166,0.00004848839,0.0000571091,0.00004779837,0.000003054782,0.00007648757,0.00009597607,0.00001828735,0.0002512522,0.002958159,0.962922,0.03346971],"study_design_scores_gemma":[0.00001636546,0.00002289503,0.0001815345,0.00006279346,0.00000249393,0.00005064962,0.0003826908,0.00001895543,0.00005924766,0.0009329637,0.9982588,0.00001076437],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0009421919,0.00253987,0.002155054,0.03278866,0.06542975,0.000308748,0.001116828,0.002891924,0.891827],"genre_scores_gemma":[0.001224311,0.0005595117,0.0006593587,0.006650725,0.003074645,0.00005550424,0.000229557,0.0006422412,0.9869041],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8140772,"threshold_uncertainty_score":0.2651963,"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."}}