{"id":"W7133008565","doi":"","title":"Sociodemographic and Social Needs Data Collection and Use in General Internal Medicine Hospital Settings","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"Agency for Healthcare Research and Quality","keywords":"Data collection; Psychological intervention; Qualitative research; Social needs; Needs assessment; Health care; Social security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04274416,0.0002579813,0.0006988525,0.006900746,0.00164788,0.002436662,0.001100603,0.0007004201,0.005128459],"category_scores_gemma":[0.1184483,0.0004807498,0.0008208925,0.007496536,0.0007600279,0.002088217,0.002972848,0.001245177,0.0006650697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005081939,"about_ca_system_score_gemma":0.01953411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02715073,"about_ca_topic_score_gemma":0.04538471,"domain_scores_codex":[0.9749805,0.01672287,0.0034658,0.0006586909,0.00324292,0.0009292823],"domain_scores_gemma":[0.9390935,0.03643824,0.008362368,0.002051132,0.01095087,0.003103903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005005086,0.0008512362,0.4278584,0.02380998,0.0003916402,0.0004794094,0.06880172,0.0003678816,0.0005894722,0.002629485,0.02668093,0.4470393],"study_design_scores_gemma":[0.0001875571,0.001040728,0.8004031,0.03862064,0.0002764648,0.0002848048,0.0926557,0.0003915233,0.0007013252,0.001868203,0.0634206,0.0001493993],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8277695,0.03645397,0.00356781,0.02868075,0.0004217915,0.01150458,0.02561228,0.0001508736,0.06583855],"genre_scores_gemma":[0.9041203,0.03902379,0.02094161,0.006321001,0.0001804382,0.0177096,0.009127432,0.00005981085,0.002516032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04274416,"threshold_uncertainty_score":0.2260554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1601974837303978,"score_gpt":0.4868237424328951,"score_spread":0.3266262587024973,"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."}}