{"id":"W6964807279","doi":"10.25949/25939708.v1","title":"Access to government data collections of personal information for health research: better decision making","year":2022,"lang":"en","type":"article","venue":"INDIGO (University of Illinois at Chicago)","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Government (linguistics); Data Protection Act 1998; Legislation; Freedom of information; Information privacy; Personally identifiable information; Open government; Process (computing); Privacy law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.3072518,0.001049086,0.003072809,0.008483302,0.01265115,0.06193961,0.007927547,0.01573894,0.02904341],"category_scores_gemma":[0.4626342,0.002928768,0.003078684,0.01271791,0.03467916,0.05690381,0.03821077,0.03039742,0.0163635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01824153,"about_ca_system_score_gemma":0.09360071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01725822,"about_ca_topic_score_gemma":0.01338796,"domain_scores_codex":[0.5970496,0.3044611,0.01677887,0.01425093,0.05817182,0.009287678],"domain_scores_gemma":[0.3694213,0.4332005,0.02594845,0.09433567,0.05532513,0.02176889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000141022,0.0001760991,0.005048478,0.0008798935,0.0001679806,0.0004247071,0.02098774,0.002043185,0.0005483527,0.4995726,0.2819102,0.1880998],"study_design_scores_gemma":[0.0000902102,0.00008730424,0.002658881,0.002824355,0.00005075084,0.0001984595,0.01316672,0.001656179,0.0006960365,0.2974947,0.6808528,0.0002236116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006311396,0.006383474,0.06224879,0.8008592,0.00288998,0.0009252033,0.0008203134,0.0005849869,0.1189767],"genre_scores_gemma":[0.3797986,0.03870374,0.2618141,0.2308535,0.01076445,0.004425414,0.005244452,0.002148045,0.06624765],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9380604,"threshold_uncertainty_score":0.8542818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2649270133705659,"score_gpt":0.4854786325381506,"score_spread":0.2205516191675847,"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."}}