{"id":"W4226019734","doi":"10.12688/hrbopenres.13089.4","title":"Policy Evaluation Network (PEN): Protocol for systematic literature reviews examining the evidence for impact of policies on physical activity across seven different policy domains","year":2022,"lang":"en","type":"preprint","venue":"HRB Open Research","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Narodowe Centrum Badań i Rozwoju; Norges Forskningsråd; Ministero dell’Istruzione, dell’Università e della Ricerca; University of Auckland; Joint Programming Initiative A healthy diet for a healthy life; Health Research Board; Bundesministerium für Bildung und Forschung; Institut National de la Recherche Agronomique; ZonMw","keywords":"Systematic review; Health policy; Action plan; Protocol (science); Charter; Population; Political science; Medicine; Public economics; Public health; Business; Environmental health; Alternative medicine; MEDLINE; Nursing; Economics; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01599615,0.0007114363,0.002615137,0.0003509408,0.0008774705,0.0008131794,0.002303088,0.0003062469,0.00004239198],"category_scores_gemma":[0.01601818,0.0004056319,0.001095953,0.001559855,0.0003283959,0.0003279968,0.00578678,0.002611205,0.000009933977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003242858,"about_ca_system_score_gemma":0.003098386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001590824,"about_ca_topic_score_gemma":0.00008473551,"domain_scores_codex":[0.9874383,0.006291443,0.0008310037,0.00124788,0.002761855,0.001429543],"domain_scores_gemma":[0.9852051,0.009229682,0.001040953,0.002810028,0.001396208,0.0003179893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.02518394,0.04679725,0.01779344,0.7776855,0.003722548,0.000015658,0.04852879,0.006117244,0.00484658,0.01749112,0.03183495,0.01998303],"study_design_scores_gemma":[0.009807249,0.01757376,0.6084495,0.2712784,0.0008265632,0.00002292531,0.001031043,0.03033488,0.002093227,0.05638493,0.0007384463,0.001459028],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.4882159,0.00008413001,0.00003013895,0.001874144,0.00004857034,0.5088153,0.0004094414,0.00002456164,0.0004978339],"genre_scores_gemma":[0.5318732,0.00002747416,0.00005373158,0.00006088229,0.001965874,0.4652787,0.00007163645,0.00006862588,0.000599955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5906561,"threshold_uncertainty_score":0.9998395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4813181967448673,"score_gpt":0.6264979554966452,"score_spread":0.145179758751778,"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."}}