{"id":"W7133070229","doi":"","title":"Critical Illness Insurance: Reviewing and Comparing International and Finnish Approaches","year":2025,"lang":"en","type":"dissertation","venue":"Trepo - Institutional Repository of Tampere University","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Payment; Health care; Cover (algebra); Health insurance; Insurance policy; Health policy; Compensation (psychology); Loan","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":[],"consensus_categories":[],"category_scores_codex":[0.009626535,0.000845531,0.001189145,0.03330753,0.001858787,0.005119722,0.001569049,0.001657352,0.003298735],"category_scores_gemma":[0.02790922,0.00058093,0.00146047,0.04292226,0.002068829,0.00485321,0.001532902,0.001204111,0.0003413767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00924907,"about_ca_system_score_gemma":0.019015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02664208,"about_ca_topic_score_gemma":0.04120139,"domain_scores_codex":[0.994031,0.001456954,0.00160898,0.0006368727,0.001831736,0.0004344403],"domain_scores_gemma":[0.9584203,0.03484957,0.002927315,0.0004099739,0.002985975,0.0004068853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002128562,0.0001288008,0.01282411,0.2137713,0.001021166,0.001358805,0.02308656,0.0009917588,0.0006018598,0.04694738,0.02522256,0.6738329],"study_design_scores_gemma":[0.00002905711,0.0001746172,0.0500836,0.4085963,0.002761407,0.001397741,0.02660675,0.000392749,0.0007808163,0.003305439,0.5057647,0.0001067156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007103789,0.9778226,0.0004740276,0.002064047,0.0004960315,0.00005740039,0.0003416233,0.00001255009,0.01162799],"genre_scores_gemma":[0.06067578,0.9350355,0.001679933,0.001049525,0.0003310795,0.0001367702,0.00045809,0.00001877012,0.0006146207],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03330753,"threshold_uncertainty_score":0.06710708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0921832245660324,"score_gpt":0.3095307933956127,"score_spread":0.2173475688295803,"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."}}