{"id":"W6958473569","doi":"10.6084/m9.figshare.22043429.v1","title":"Too Little, Too Late: How we fail vulnerable Canadians as they die and what to do about it","year":2023,"lang":"en","type":"other","venue":"Figshare","topic":"Legal and Regulatory Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Vulnerability (computing); Agency (philosophy); State (computer science)","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001421951,0.0002481172,0.0003415326,0.0001964368,0.0005162557,0.00128925,0.000414996,0.0004475004,0.2065305],"category_scores_gemma":[0.0005532865,0.0002075286,0.0001368369,0.0003551252,0.00003348004,0.0003853347,0.0001042261,0.0002616134,0.005140672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001252645,"about_ca_system_score_gemma":0.0003607943,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08352812,"about_ca_topic_score_gemma":0.6661336,"domain_scores_codex":[0.9983894,0.0001325898,0.0001170126,0.0004620647,0.0004093861,0.0004895084],"domain_scores_gemma":[0.9989798,0.0001207426,0.0001001495,0.0003000797,0.0000668029,0.0004324084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001179154,0.000003923085,0.000005025976,0.00006519597,0.00008289837,0.00005552394,0.006932579,0.000005056732,3.47709e-7,0.0001086988,0.9830967,0.009642893],"study_design_scores_gemma":[0.00005753065,0.00001237644,0.00005251007,0.002209625,0.00003204479,3.958205e-7,0.004352337,0.000001912697,0.00000228729,0.00009769558,0.992862,0.0003192477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000287195,0.01375381,8.978847e-8,0.03394536,0.0005890678,0.0005936942,0.08176067,0.0004464986,0.8688821],"genre_scores_gemma":[0.000750025,0.001628014,0.000004955852,0.001071758,0.0009012186,0.0001068902,0.003162283,0.0002170956,0.9921578],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5826055,"threshold_uncertainty_score":0.9997475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486980107704071,"score_gpt":0.2755833764759334,"score_spread":0.2507135753988927,"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."}}