{"id":"W2920811307","doi":"10.2196/10654","title":"Using Blockchain to Create Transaction Identity for Persons Experiencing Homelessness in America: Policy Proposal","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; Digital identity; Public relations; Identity (music); Internet privacy; Business; Identity management; Health care; Political science; Computer security; Computer science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002402943,0.0002069286,0.0006402599,0.0007613287,0.001062708,0.00009191862,0.0004417346,0.000278121,0.0003004108],"category_scores_gemma":[0.0002527082,0.0001923033,0.0001032178,0.001804351,0.0001056802,0.0003677348,0.000154315,0.0009511609,0.0001720507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001087263,"about_ca_system_score_gemma":0.001509699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009635427,"about_ca_topic_score_gemma":0.008068008,"domain_scores_codex":[0.9951965,0.00141868,0.0005491681,0.0005633757,0.0007991248,0.001473184],"domain_scores_gemma":[0.9982716,0.0004087503,0.0001228277,0.000406173,0.000487883,0.0003027343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002460856,0.001098276,0.09978521,0.00637888,0.00003934369,0.00002343785,0.8044016,0.0003776237,0.05505088,0.01100185,0.000132621,0.0192494],"study_design_scores_gemma":[0.006496517,0.001620661,0.01483041,0.007144242,0.000004141106,4.599462e-7,0.9202004,0.00324582,0.003551823,0.00278768,0.0392319,0.0008859513],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.5904174,0.000002107545,0.001365787,0.0003394773,0.00002438529,0.4071637,0.00002526538,0.00006092139,0.0006009092],"genre_scores_gemma":[0.4707094,4.25811e-7,0.0004276746,0.0000254376,0.0002699663,0.5279302,0.000002668049,0.00003910874,0.0005951294],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1207664,"threshold_uncertainty_score":0.9969595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3289657627233959,"score_gpt":0.6382463466632858,"score_spread":0.3092805839398899,"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."}}