{"id":"W4296079927","doi":"10.1186/s40814-022-01165-2","title":"Developing and evaluating a SAFER model to screen for diabetes complications among people experiencing homelessness: a pilot study protocol","year":2022,"lang":"en","type":"article","venue":"Pilot and Feasibility Studies","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"Suncor Energy Incorporated; University of Calgary","keywords":"Medicine; SAFER; Intervention (counseling); Triage; Nursing; Health care; Family medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":true,"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":[0.04785563,0.002502662,0.002770395,0.002266388,0.006341073,0.002911614,0.004795017,0.003580729,0.02377764],"category_scores_gemma":[0.03019998,0.00292023,0.002902617,0.001579208,0.003186704,0.002549018,0.003234292,0.006186815,0.004648107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005753901,"about_ca_system_score_gemma":0.04308333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007171618,"about_ca_topic_score_gemma":0.01360187,"domain_scores_codex":[0.9844312,0.01016491,0.001565641,0.001039115,0.001218996,0.001580265],"domain_scores_gemma":[0.9733209,0.009880451,0.002407406,0.003405207,0.006381684,0.004604329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1313883,0.4522619,0.02910825,0.02300666,0.0007166004,0.00362213,0.03667806,0.009768613,0.008807161,0.007000454,0.03061574,0.2670262],"study_design_scores_gemma":[0.3000363,0.469653,0.06488977,0.008600301,0.0008979415,0.0005857425,0.03762271,0.006396424,0.007311228,0.008014937,0.09537419,0.0006174882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01225776,0.00003068458,0.001523186,0.00008581077,0.00003204988,0.9850863,0.0004499684,0.00002884494,0.0005054957],"genre_scores_gemma":[0.004164372,0.00004178388,0.003453525,0.00008796939,0.000009362618,0.9919562,0.0001028738,0.000002116141,0.0001817796],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04785563,"threshold_uncertainty_score":0.2530878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4988830909963894,"score_gpt":0.5448396765245538,"score_spread":0.0459565855281644,"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."}}