{"id":"W2132219172","doi":"10.1080/01947648.2011.550823","title":"Health Resource Allocation","year":2011,"lang":"en","type":"article","venue":"Journal of Legal Medicine","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Resource allocation; Business; Medicine; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.001670607,0.00006016721,0.0003282587,0.0002695227,0.00004042055,0.000004818326,0.0001406885,0.00002788213,0.0002315779],"category_scores_gemma":[0.0001925403,0.00005197217,0.00004359455,0.0001355444,0.00003630358,0.0001374051,0.00001441367,0.0001654922,0.00005172198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009545955,"about_ca_system_score_gemma":0.00004010656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00339405,"about_ca_topic_score_gemma":0.00005559185,"domain_scores_codex":[0.9988344,0.00002325211,0.0008479881,0.00008233097,0.00005158491,0.0001604101],"domain_scores_gemma":[0.998867,0.00001987028,0.000785278,0.0001280684,0.00003876772,0.0001609943],"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":[0.00004644058,0.00007583521,0.001771021,0.00007673683,0.00004608859,0.00002059397,0.004076325,0.000003252798,0.000003295369,0.9175269,0.05883035,0.01752315],"study_design_scores_gemma":[0.0005511271,0.0007823251,0.01478145,0.00009104312,0.000003700281,0.00004409533,0.0002620998,0.00002805798,0.00001001202,0.01113338,0.972259,0.00005375492],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02247139,0.01473086,0.02733385,0.5830366,0.002297946,0.0003186991,0.000009373847,0.00002988473,0.3497714],"genre_scores_gemma":[0.988974,0.0004544428,0.0009540438,0.007923732,0.0006881378,0.000001065722,9.857602e-7,0.000008483284,0.0009951001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9665026,"threshold_uncertainty_score":0.5130811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1162429688585241,"score_gpt":0.3038937577194877,"score_spread":0.1876507888609637,"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."}}