{"id":"W2020494695","doi":"10.1136/bmj.b2803","title":"We need minimally disruptive medicine","year":2009,"lang":"en","type":"article","venue":"BMJ","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":742,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Nutrition, Metabolism and Diabetes","funders":"","keywords":"Medicine; Psychotherapist; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.01302875,0.001654251,0.00159232,0.001402739,0.004882859,0.008739004,0.002937907,0.01124036,0.04217057],"category_scores_gemma":[0.03399383,0.0005429721,0.001361156,0.0006869881,0.01865421,0.0161885,0.01173999,0.02337435,0.01800453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004372227,"about_ca_system_score_gemma":0.01153683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003280407,"about_ca_topic_score_gemma":0.00423224,"domain_scores_codex":[0.9866849,0.005117047,0.000615369,0.001342872,0.004686133,0.001553651],"domain_scores_gemma":[0.9590638,0.01380245,0.003083448,0.004478095,0.00617157,0.01340061],"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":[0.0002790452,0.0007199902,0.002385277,0.001548978,0.0003000148,0.0005609712,0.002625088,0.0006855259,0.001467482,0.1475068,0.6480042,0.1939166],"study_design_scores_gemma":[0.0001037067,0.0003005371,0.001922378,0.001354952,0.00006047384,0.0008086409,0.002852879,0.0001629084,0.0003717688,0.1574727,0.8345114,0.00007771426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001931069,0.0113341,0.009163708,0.9307956,0.01163948,0.00006071953,0.00008290129,0.0004822835,0.03451013],"genre_scores_gemma":[0.07276834,0.01838976,0.02336467,0.829165,0.02632466,0.0003731368,0.0001961846,0.0003273111,0.02909108],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04217057,"threshold_uncertainty_score":0.1410745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04315684646654357,"score_gpt":0.3684472909027686,"score_spread":0.325290444436225,"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."}}