{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001937584,0.001480223,0.001382613,0.004155377,0.002981594,0.01147887,0.002186587,0.00243944,0.8902792],"category_scores_gemma":[0.009938624,0.0006830879,0.0008256977,0.004949425,0.000591407,0.005107974,0.004774513,0.002572973,0.8773876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00261784,"about_ca_system_score_gemma":0.005801437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005251224,"about_ca_topic_score_gemma":0.0094099,"domain_scores_codex":[0.9979913,0.0002574338,0.0001138306,0.0003018778,0.0008939909,0.0004415273],"domain_scores_gemma":[0.9948329,0.0003684803,0.0002555647,0.0006086579,0.002182752,0.001751691],"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":[0.000008260597,0.00001049428,0.00004531675,0.00004602468,7.167829e-7,0.00001182219,0.0000134306,0.000009418068,0.00004291101,0.0007427221,0.9841427,0.01492633],"study_design_scores_gemma":[0.000003030285,0.000003162474,0.0001307949,0.00003360917,6.872583e-7,0.00001436037,0.0000255816,0.00002239776,0.00003527596,0.0001305092,0.9995977,0.00000288299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000195632,0.0008343606,0.0006938045,0.003282742,0.004271808,0.0002317319,0.01048145,0.004436804,0.9755716],"genre_scores_gemma":[0.001149649,0.0005772346,0.0006960033,0.001830565,0.001021889,0.0002244994,0.008152413,0.001481046,0.9848668],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8902792,"threshold_uncertainty_score":0.1565034,"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."}}