{"id":"W4399140143","doi":"10.3390/healthcare12111111","title":"Can ‘What Is Known’ about Social Isolation and Loneliness Interventions Sufficiently Inform the Clinical Practice of Health Care and Social Service Professionals Who Work with Older Adults? Exploring Knowledge-to-Practice Gaps","year":2024,"lang":"en","type":"article","venue":"Healthcare","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Mental Health Association; Baycrest Hospital; Queen's University","funders":"","keywords":"Loneliness; Psychological intervention; Social work; Isolation (microbiology); Social isolation; Social care; Nursing; Work (physics); Health care; Psychology; Health professionals; Medicine; Applied psychology; Social psychology; Psychiatry; Political science","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":[0.003486912,0.000191613,0.0004424793,0.0001137059,0.002448118,0.000343273,0.0001805657,0.0001992718,0.00001825363],"category_scores_gemma":[0.0005583681,0.000144664,0.0001027516,0.0009326054,0.0002033797,0.001254217,0.000150098,0.0006132301,0.000007004247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000273356,"about_ca_system_score_gemma":0.002277153,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01657888,"about_ca_topic_score_gemma":0.04174665,"domain_scores_codex":[0.9961643,0.001258833,0.0009917703,0.0004223408,0.0005748047,0.0005879078],"domain_scores_gemma":[0.9958824,0.001847478,0.0004190516,0.0001551676,0.00141546,0.0002804461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001984514,0.0001046564,0.005103969,0.007151515,0.00003989547,0.000002057536,0.734596,5.121229e-7,1.053135e-8,0.0101697,0.002907557,0.2397257],"study_design_scores_gemma":[0.0003635679,0.0001547864,0.06903474,0.00628783,0.00005115835,0.000002988285,0.7615342,0.0000201772,3.118645e-7,0.00002699865,0.1623549,0.0001683614],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.223945,0.05106777,0.00009199798,0.7207281,0.00200057,0.001648624,0.00008604878,0.00009003226,0.0003418235],"genre_scores_gemma":[0.9616277,0.006114251,0.0005306079,0.03025256,0.00104227,0.000191124,0.00003225303,0.00003359076,0.0001756788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7376826,"threshold_uncertainty_score":0.9988506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1138599161829287,"score_gpt":0.4873155387950555,"score_spread":0.3734556226121268,"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."}}