{"id":"W4281704246","doi":"10.21203/rs.3.rs-1552368/v1","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":"preprint","venue":"Research Square","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Calgary","funders":"Cumming School of Medicine, University of Calgary; Siemens Canada; Suncor Energy Incorporated; University of Calgary","keywords":"SAFER; Protocol (science); Diabetes mellitus; Medicine; Psychology; Computer science; Computer security; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.04575897,0.002232812,0.002279535,0.002189179,0.006906294,0.00236832,0.00417559,0.002637515,0.03243089],"category_scores_gemma":[0.03525886,0.003580461,0.002774628,0.001349276,0.003049881,0.002360562,0.003859371,0.005695034,0.005882142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005106936,"about_ca_system_score_gemma":0.03709914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00864865,"about_ca_topic_score_gemma":0.01063635,"domain_scores_codex":[0.9846891,0.008953528,0.001976801,0.001106899,0.001720623,0.001553083],"domain_scores_gemma":[0.970799,0.0099288,0.002079858,0.005670852,0.007651199,0.003870323],"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":[0.1999568,0.3415842,0.04234029,0.0106302,0.0006347353,0.001929367,0.02386795,0.0115083,0.01106405,0.01146118,0.03297142,0.3120515],"study_design_scores_gemma":[0.4268294,0.3334298,0.07870565,0.003434918,0.001210076,0.0004004329,0.0181423,0.01065907,0.01531558,0.008078139,0.1031086,0.0006860772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02779215,0.00002212253,0.003562612,0.0001422199,0.00008586922,0.9662773,0.0009255578,0.00006335157,0.00112879],"genre_scores_gemma":[0.007870624,0.00003416629,0.007289394,0.00008566344,0.00001669424,0.9839609,0.000215609,0.000006735491,0.000520181],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04575897,"threshold_uncertainty_score":0.2419994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4132410335768763,"score_gpt":0.5957907890840384,"score_spread":0.1825497555071621,"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."}}