{"id":"W2937885926","doi":"10.1055/a-0842-7809","title":"Einschätzung des Aufwandes der Patientenbetreuung","year":2019,"lang":"de","type":"article","venue":"Dialyse aktuell","topic":"Health and Medical Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gynecology; Medicine","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001498775,0.000515116,0.00102736,0.0001983192,0.001329781,0.00003450282,0.0003747014,0.0006585514,0.00620949],"category_scores_gemma":[0.001928879,0.0004195912,0.0002915823,0.0005903633,0.000352328,0.0002113254,0.0004096938,0.001487234,0.04264724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004267787,"about_ca_system_score_gemma":0.0009475506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002165593,"about_ca_topic_score_gemma":0.0004624125,"domain_scores_codex":[0.9938931,0.001089672,0.001294793,0.0007758229,0.000765947,0.002180676],"domain_scores_gemma":[0.9954393,0.001643061,0.0004180929,0.0007321715,0.0004218722,0.001345483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002962941,0.0005813821,0.841261,0.0043423,0.0005860047,0.00005341274,0.02805605,0.000005473371,0.0002603291,0.0007723643,0.0619104,0.06187501],"study_design_scores_gemma":[0.003654166,0.0006144494,0.1778164,0.001972579,0.0004961998,9.322677e-7,0.005433934,0.0002176516,0.0001416251,0.0007199982,0.8082157,0.0007164089],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8971016,0.05423003,0.0001502795,0.002658552,0.0114012,0.002272271,0.00009353471,0.0001917014,0.03190082],"genre_scores_gemma":[0.9653477,0.01052879,0.0003498936,0.008836025,0.002463045,0.0001167073,0.00009521565,0.0000975625,0.01216505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7463052,"threshold_uncertainty_score":0.9999704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05848966085534953,"score_gpt":0.3927095493236192,"score_spread":0.3342198884682697,"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."}}