{"id":"W6931170655","doi":"10.5281/zenodo.4042023","title":"De-identification Guidance","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Chemical Reactions and Isotopes","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Carleton University; Council of Prairie and Pacific University Libraries; University of Windsor; University of Ottawa; York University; University of Guelph; University of British Columbia; Portage College; Western University","funders":"","keywords":"Documentation; Confidentiality; Data collection; Data sharing; Work (physics); Information system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004302283,0.00008156485,0.00008265061,0.00004479771,0.001109425,0.0002188379,0.0005045588,0.00008727525,0.02427224],"category_scores_gemma":[0.0008248078,0.00008916505,0.00004058475,0.0003056381,0.0001133405,0.0001323287,0.0002993376,0.000383131,0.00937433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008502883,"about_ca_system_score_gemma":0.000003276076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003314394,"about_ca_topic_score_gemma":3.205145e-8,"domain_scores_codex":[0.9989613,0.0002418023,0.0001878216,0.0002483315,0.0001188716,0.0002418225],"domain_scores_gemma":[0.9992722,0.00003456564,0.00006930983,0.0001522357,0.0002191099,0.000252605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001070508,0.0001220007,0.00001874312,0.00004202213,0.00003948789,0.000007944168,0.001085754,0.0001092664,0.4234771,0.004460044,0.3939952,0.1765353],"study_design_scores_gemma":[0.0003060129,0.00005940954,0.0004478705,0.000003938145,0.00001647422,0.000029278,0.0001026959,0.002020057,0.03014339,0.0001442189,0.966633,0.00009361481],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3451973,0.0006406586,0.02457147,0.02863179,0.0005455153,0.001172621,0.000589661,0.003093583,0.5955575],"genre_scores_gemma":[0.9959808,0.0001185592,0.0001442744,0.001850469,0.0002565469,6.608763e-8,0.0004110444,0.000368915,0.000869319],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6507835,"threshold_uncertainty_score":0.991397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1566426775980252,"score_gpt":0.3882929966908468,"score_spread":0.2316503190928215,"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."}}