{"id":"W4390239760","doi":"10.1055/s-0043-1768778","title":"Information on IMIA","year":2023,"lang":"en","type":"article","venue":"Yearbook of Medical Informatics","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Officer; Library science; Health informatics; Political science; Management; Medicine; Health care; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001245027,0.00007124152,0.0002391872,0.000292478,0.00003537935,0.00001923628,0.0002119654,0.000189184,0.0003150247],"category_scores_gemma":[0.0002483629,0.00005727696,0.00006131238,0.0002631609,0.0000456194,0.0002920589,0.00005385844,0.0001800525,0.007874611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003741385,"about_ca_system_score_gemma":0.00005598846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002168888,"about_ca_topic_score_gemma":0.00000235002,"domain_scores_codex":[0.998483,0.000004598689,0.001060983,0.00003388245,0.0002174495,0.0002000555],"domain_scores_gemma":[0.9992825,0.0000223308,0.0003257454,0.0001954768,0.00002603094,0.0001479608],"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":[0.00001837267,0.00005451172,0.004394994,0.001420229,0.00007198974,0.000003967634,0.01401434,0.0001480659,7.249949e-7,0.7962862,0.04722081,0.1363658],"study_design_scores_gemma":[0.001408297,0.0003469074,0.02141338,0.0004234232,0.000001674231,0.000009510327,0.003181252,0.04748053,0.00007720858,0.01222725,0.9130588,0.0003717984],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5582525,0.0001198698,0.003727495,0.004951026,0.002132606,0.0005655363,0.0001714784,0.0002916585,0.4297878],"genre_scores_gemma":[0.9953208,0.0005192594,0.0003158888,0.002357658,0.0002167399,0.00002276956,0.00008202282,0.00001477686,0.001150083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8658379,"threshold_uncertainty_score":0.9928979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04267377858935669,"score_gpt":0.2729477539511583,"score_spread":0.2302739753618016,"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."}}