{"id":"W4411439434","doi":"10.1016/s0140-6736(25)00896-7","title":"On lines, distractions, and the pursuit of positive change","year":2025,"lang":"en","type":"letter","venue":"The Lancet","topic":"Interdisciplinary Cultural and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Psychology; Medicine","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":[0.0004809159,0.00010188,0.0003364978,0.00001182428,0.001065078,0.00007072826,0.0004669267,0.0001522839,0.00002822323],"category_scores_gemma":[0.0001240628,0.00004458144,0.00009019366,0.0000965448,0.0009345724,0.00003506385,0.0001439277,0.0005895632,0.000006947116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004081723,"about_ca_system_score_gemma":0.00002166142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003072283,"about_ca_topic_score_gemma":0.001336461,"domain_scores_codex":[0.9989952,0.0003119643,0.0001062053,0.0001119376,0.0002905804,0.0001840856],"domain_scores_gemma":[0.9989654,0.0007115066,0.000111142,0.0001362787,0.00006775912,0.000007873562],"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":[0.00005370055,0.000004449792,0.00001123478,0.00002077754,0.0000672495,0.000003000162,0.01913539,3.207058e-8,2.284492e-7,0.03768267,0.9421824,0.0008388428],"study_design_scores_gemma":[0.000222432,0.00002043159,0.001794099,0.0001255721,0.0000704476,3.505521e-7,0.002776425,4.240065e-7,0.000001335814,0.02026631,0.9746478,0.00007434675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000516043,0.0006896581,6.018872e-7,0.9048612,0.0005001334,0.0003370427,0.0001728417,0.00001628147,0.09290621],"genre_scores_gemma":[0.04346277,0.003922781,0.000006319847,0.8585733,0.03193952,0.0001681476,0.0000731815,0.000009467859,0.06184458],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04628796,"threshold_uncertainty_score":0.8191829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06200705427337951,"score_gpt":0.3486321664531563,"score_spread":0.2866251121797768,"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."}}