{"id":"W1982861334","doi":"10.1097/00003727-200510000-00003","title":"A Comprehensive, Multitiered, Targeted Community Needs Assessment Model","year":2005,"lang":"en","type":"article","venue":"Family & Community Health","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"Dissemination; Needs assessment; Focus group; Health care; Medicine; Public relations; Medical education; Business; Political science; Marketing","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002907738,0.0004361358,0.0009308869,0.0004377536,0.009108276,0.00003229105,0.001019549,0.0003596087,0.0001298047],"category_scores_gemma":[0.0001068557,0.0004436274,0.0001942325,0.0007636552,0.0001953628,0.0002672428,0.0007046966,0.007769161,0.0002474247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001884285,"about_ca_system_score_gemma":0.00236372,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2448124,"about_ca_topic_score_gemma":0.0362494,"domain_scores_codex":[0.9861376,0.01064851,0.001192457,0.0002078481,0.0005077674,0.001305875],"domain_scores_gemma":[0.9941273,0.001920821,0.0005189375,0.002281485,0.0005475321,0.0006039366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005343639,0.00545341,0.06613176,0.00331151,0.000283002,0.000003662379,0.3471105,0.005284274,0.002126971,0.003111621,0.5279596,0.03868931],"study_design_scores_gemma":[0.004069072,0.0007044797,0.5938094,0.0005317254,0.00004719967,0.000004212645,0.2260532,0.01988269,0.000007322296,0.0008186002,0.153408,0.0006640859],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679058,0.001075801,0.003469008,0.005169721,0.0008994422,0.001357829,0.0002657071,0.0006068642,0.01924983],"genre_scores_gemma":[0.9664307,0.0005441959,0.01447607,0.01636024,0.0002589108,0.0001286887,0.0005718222,0.00007893834,0.001150456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5276777,"threshold_uncertainty_score":0.9998016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1465334794631849,"score_gpt":0.451782585257332,"score_spread":0.3052491057941471,"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."}}