{"id":"W4405750046","doi":"10.1016/j.jval.2024.10.2403","title":"MSR169 Health Technology Decision-Making in an Imperfect World: A Unifying Framework of Value of Information and Implementation Metrics Based on a Narrative Review","year":2024,"lang":"en","type":"review","venue":"Value in Health","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Imperfect; Narrative; Value (mathematics); Perfect information; Narrative review; Value of information; Computer science; Data science; Management science; Knowledge management; Artificial intelligence; Engineering; Medicine; Mathematics; Machine learning; Mathematical economics; Intensive care medicine; Philosophy; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01967474,0.001034455,0.0030038,0.006847554,0.0004685661,0.004632156,0.001514796,0.002680151,0.00396946],"category_scores_gemma":[0.06010358,0.0005141047,0.002160645,0.00670641,0.001713214,0.004557905,0.002081002,0.002552497,0.0008093952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004721447,"about_ca_system_score_gemma":0.01154353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004341797,"about_ca_topic_score_gemma":0.006787064,"domain_scores_codex":[0.9866499,0.008073146,0.00183287,0.0005036837,0.002705017,0.0002354346],"domain_scores_gemma":[0.9516376,0.04093362,0.002880065,0.0007682845,0.003570305,0.0002101357],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001270507,0.0000391809,0.0004520806,0.1252295,0.001910754,0.00009807259,0.0003546176,0.001530176,0.0002225103,0.1268214,0.02560299,0.7176117],"study_design_scores_gemma":[0.00009624519,0.000205027,0.001804004,0.3734218,0.005079798,0.0005410445,0.0004379018,0.001250172,0.0005610777,0.09250225,0.5239983,0.0001024125],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002695551,0.9868029,0.003347548,0.004947924,0.0003470721,0.000109582,0.0001707283,0.00001313748,0.00399154],"genre_scores_gemma":[0.01188956,0.9784721,0.006351464,0.001770497,0.0004914234,0.0002489719,0.0001291497,0.00001382151,0.0006332349],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9803253,"threshold_uncertainty_score":0.1040512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3401732884732249,"score_gpt":0.5373478880985447,"score_spread":0.1971745996253199,"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."}}