{"id":"W4366688035","doi":"10.7717/peerj.15263","title":"The ‘ <i>what’</i> and ‘ <i>how</i> ’ of screening for social needs in healthcare settings: a scoping review","year":2023,"lang":"en","type":"review","venue":"PeerJ","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa","funders":"National Health and Medical Research Council; Medical Research Council; International Association for the Study of Pain","keywords":"Health care; Context (archaeology); MEDLINE; Medicine; Needs assessment; Psychology; Family medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004248767,0.0003112134,0.002141443,0.0002413307,0.002064704,0.00003686101,0.0003231332,0.0005206203,0.00000724261],"category_scores_gemma":[0.001354402,0.0002410795,0.0003337554,0.0009424713,0.000102585,0.0001624835,0.0002770079,0.001248274,0.00001617207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001244345,"about_ca_system_score_gemma":0.001180775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000226572,"about_ca_topic_score_gemma":0.0016915,"domain_scores_codex":[0.9958994,0.001116079,0.001540913,0.0003450345,0.0003153048,0.0007832302],"domain_scores_gemma":[0.9937636,0.0041582,0.001376789,0.0003146081,0.0002603336,0.0001264336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006149523,0.000005758952,0.00002080935,0.6799703,0.00002743108,6.135862e-7,0.001221098,3.907779e-8,4.415548e-9,0.002754178,0.01930529,0.2966884],"study_design_scores_gemma":[0.0001616206,0.0000210631,0.000004616528,0.4609102,0.0001383895,7.257716e-7,0.001235928,0.000003755802,3.445367e-9,0.0001838865,0.5372236,0.0001162686],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.838642e-7,0.9467553,0.0000139865,0.04360222,0.0009303575,0.008271746,0.0003047716,0.00006722222,0.00005349972],"genre_scores_gemma":[0.000001402907,0.9935116,0.0002026555,0.002629267,0.0004621657,0.002313575,0.0002508785,0.00007196904,0.000556481],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5179183,"threshold_uncertainty_score":0.9992345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4932084586545904,"score_gpt":0.5752493083198141,"score_spread":0.08204084966522374,"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."}}