{"id":"W4411769292","doi":"10.1111/obr.13952","title":"The Effectiveness of Partnerships With Commercial Actors to Improve Food Environments: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Obesity Reviews","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Saskatchewan","funders":"UK Research and Innovation; Engineering and Physical Sciences Research Council; Natural Environment Research Council; Economic and Social Research Council; Medical Research Council; Public Health Research Programme; Public Health Agency; National Institute for Health and Care Research; Health and Care Research Wales; Cancer Research UK; British Heart Foundation; Wellcome Trust","keywords":"Scope (computer science); Product (mathematics); Systematic review; Business; Scale (ratio); Population; Environmental health; Marketing; Political science; Public relations; Medicine; MEDLINE; Geography; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03035964,0.001306407,0.006678275,0.009970002,0.0008880656,0.00417878,0.001997922,0.002173552,0.003915281],"category_scores_gemma":[0.1051149,0.001133209,0.006913525,0.01190864,0.001256827,0.004140353,0.002333318,0.001661512,0.0003014438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006300698,"about_ca_system_score_gemma":0.02210532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008020852,"about_ca_topic_score_gemma":0.02377732,"domain_scores_codex":[0.9716314,0.01508765,0.007615832,0.001111498,0.003969707,0.0005838283],"domain_scores_gemma":[0.9203309,0.06176418,0.01029577,0.00115432,0.005678884,0.0007758639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002828861,0.0000306591,0.0007129893,0.9350969,0.007988582,0.00006728815,0.0003498934,0.0001255247,0.00007890284,0.0004257179,0.00108576,0.05375495],"study_design_scores_gemma":[0.000379969,0.0002269308,0.002078069,0.9430662,0.04034828,0.0001483958,0.0004465769,0.000101145,0.0001493909,0.0003258355,0.01270332,0.00002590794],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002099938,0.9948961,0.0003339571,0.0005174599,0.0001434968,0.001031395,0.0002898806,0.00001325828,0.0006745066],"genre_scores_gemma":[0.03370421,0.9616824,0.00160079,0.0005582738,0.00008048715,0.002030285,0.0001963494,0.000008843271,0.0001382546],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03035964,"threshold_uncertainty_score":0.1605591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04869128553068894,"score_gpt":0.3300595682915982,"score_spread":0.2813682827609092,"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."}}