{"id":"W4412802334","doi":"10.1093/medlaw/fwaf021","title":"Support for decision-making guidance in England: a pragmatic review","year":2025,"lang":"en","type":"review","venue":"Medical Law Review","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Disability Prevention and Rehabilitation","funders":"National Institute for Health and Care Excellence; Wellcome Trust","keywords":"Context (archaeology); Autonomy; Applied psychology; Psychology; Computer science; Law; Political science","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01381342,0.00089349,0.007646839,0.0002666635,0.0001336685,0.00003035875,0.001848095,0.001165318,0.008448782],"category_scores_gemma":[0.04255521,0.0005971786,0.00163701,0.001245773,0.0001695255,0.00004923022,0.0002663309,0.001743605,0.001208368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002488403,"about_ca_system_score_gemma":0.002349138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004136241,"about_ca_topic_score_gemma":0.0001444675,"domain_scores_codex":[0.9884551,0.002557973,0.00507082,0.001445715,0.001370503,0.001099919],"domain_scores_gemma":[0.9767453,0.01931776,0.001184168,0.001999612,0.0002125569,0.000540613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002506814,0.00007308432,8.416075e-8,0.4100432,0.00005196614,0.0009119293,0.000009396539,2.476058e-9,5.492768e-11,0.003120412,0.02089104,0.5648964],"study_design_scores_gemma":[0.0001539195,0.00004300764,2.889307e-7,0.4934016,0.0004762869,0.0006411319,5.912556e-7,3.836076e-7,1.438255e-10,0.0004873161,0.5045357,0.0002597917],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.872756e-8,0.9740704,0.0008797069,0.001667649,0.002323897,0.007972407,0.0001821725,0.00009455421,0.01280925],"genre_scores_gemma":[3.837284e-7,0.9703122,0.001445892,0.02230138,0.000419529,0.004452847,0.0002082739,0.00009660818,0.0007628856],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5646366,"threshold_uncertainty_score":0.999648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05413149822967526,"score_gpt":0.4937805391464066,"score_spread":0.4396490409167313,"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."}}