{"id":"W4403825549","doi":"10.1093/eurpub/ckae144.271","title":"5.A. Scientific session: From theory to action - Applying the Medical Research Council framework on complex interventions","year":2024,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Psychological intervention; Action research; Action (physics); Medical research; Psychology; Political science; Management science; Engineering ethics; Medical education; Computer science; Medicine; Engineering; Mathematics education; Psychiatry; World Wide Web; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1815252,0.001488768,0.001666754,0.002725876,0.01042832,0.0235105,0.007908923,0.01808292,0.03019357],"category_scores_gemma":[0.1430715,0.00141343,0.003820662,0.002312966,0.02052374,0.01937448,0.01691525,0.02803491,0.008187913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01838434,"about_ca_system_score_gemma":0.03477628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006023274,"about_ca_topic_score_gemma":0.004101845,"domain_scores_codex":[0.8529465,0.1267074,0.003581533,0.004277946,0.007376523,0.005110092],"domain_scores_gemma":[0.8486038,0.111397,0.004220372,0.008000843,0.01770935,0.01006872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001690564,0.0003275003,0.0003154152,0.003751509,0.00004469688,0.0005616214,0.04330213,0.001963875,0.0005972961,0.7157551,0.1722644,0.06094748],"study_design_scores_gemma":[0.0001290299,0.0002835928,0.0005917252,0.01163957,0.00004436341,0.0003317795,0.02840594,0.001926941,0.001046411,0.2697533,0.6857028,0.0001444972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.004612661,0.01430655,0.09738902,0.7784977,0.01919058,0.003570945,0.0005263131,0.0003053571,0.08160082],"genre_scores_gemma":[0.3874803,0.02520334,0.2805676,0.1873847,0.01238674,0.02478261,0.0009325946,0.001094768,0.08016749],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1815252,"threshold_uncertainty_score":0.9600084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.826299689708316,"score_gpt":0.5927245115864386,"score_spread":0.2335751781218774,"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."}}