{"id":"W3190109267","doi":"10.1136/bmj.n1679","title":"Adapting interventions to new contexts—the ADAPT guidance","year":2021,"lang":"en","type":"article","venue":"BMJ","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":509,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Economic and Social Research Council; Medical Research Council; National Institute for Health and Care Research; Cancer Research UK; Llywodraeth Cymru; Centre for the Development and Evaluation of Complex Interventions for Public Health Improvement; RAND Corporation; Health and Care Research Wales; British Heart Foundation; Scottish Government; United Kingdom Clinical Research Collaboration; Wellcome Trust","keywords":"Psychological intervention; Context (archaeology); Adaptation (eye); Computer science; Intervention (counseling); Knowledge management; Management science; Risk analysis (engineering); Data science; Process management; Medicine; Psychology; Business; Nursing; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002756596,0.00008460203,0.0001505491,0.00005219957,0.000901411,0.00002182169,0.0002922492,0.0000485163,0.003412067],"category_scores_gemma":[0.007473423,0.00006810454,0.0000774361,0.0005915532,0.00002899682,0.0001154297,0.0002497764,0.0002967098,0.003241585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001447926,"about_ca_system_score_gemma":0.001785132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001045171,"about_ca_topic_score_gemma":0.005811794,"domain_scores_codex":[0.9969221,0.00100279,0.0009456282,0.0002460079,0.0003173505,0.0005661259],"domain_scores_gemma":[0.9970511,0.001538265,0.0002626118,0.0004973325,0.0003028785,0.0003478582],"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":[0.000005438221,0.000006932237,0.002064328,0.00008198356,0.000004449071,0.000004577545,0.008743927,0.00001346599,0.0002538608,0.006795081,0.9716967,0.0103293],"study_design_scores_gemma":[0.0003938568,0.0000273707,0.02680683,0.0004591856,0.000005904968,0.0000049026,0.006166932,0.00003322836,0.00007846067,0.0004816221,0.9654512,0.00009045161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0195387,0.0002155891,0.07282959,0.8670233,0.002101969,0.002071725,0.00005852913,0.0001434463,0.03601713],"genre_scores_gemma":[0.3791692,0.00001490022,0.04454162,0.335664,0.002950728,0.0009551091,0.00001013741,0.00004434337,0.2366499],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5313593,"threshold_uncertainty_score":0.9975345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7474876867684302,"score_gpt":0.7205213397573331,"score_spread":0.02696634701109712,"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."}}