{"id":"W4234300821","doi":"10.1055/s-0042-105272","title":"Klug entscheiden","year":2016,"lang":"de","type":"article","venue":"Lege artis - Das Magazin zur ärztlichen Weiterbildung","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy; Theology; Humanities","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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.01018488,0.001705083,0.00209696,0.0007576683,0.002177753,0.0003627661,0.002296214,0.002053211,0.01163864],"category_scores_gemma":[0.008472743,0.001383158,0.0006939453,0.001393997,0.0008198626,0.003682412,0.002146471,0.003779718,0.1254458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001771765,"about_ca_system_score_gemma":0.002078873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002222178,"about_ca_topic_score_gemma":0.001917983,"domain_scores_codex":[0.972437,0.01265196,0.004704757,0.003029007,0.00231232,0.004864988],"domain_scores_gemma":[0.9803931,0.008673298,0.002728658,0.00443433,0.001170501,0.002600172],"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":[0.001492425,0.001853918,0.4171259,0.004319524,0.001600659,0.001132324,0.02491945,0.000002427225,0.02381835,0.01946882,0.3542655,0.1500007],"study_design_scores_gemma":[0.004212752,0.0004891531,0.1247298,0.004131196,0.0005930477,0.00004111867,0.001394827,0.00008734578,0.001239715,0.002894522,0.8582397,0.001946817],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6376095,0.02955461,0.002995079,0.2759402,0.02109858,0.007437276,0.001575162,0.002071482,0.02171811],"genre_scores_gemma":[0.8925905,0.005757779,0.003205122,0.03780475,0.009799161,0.000713646,0.000168425,0.0006897586,0.04927088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5039742,"threshold_uncertainty_score":0.9998793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3862595599337028,"score_gpt":0.4991799654814075,"score_spread":0.1129204055477047,"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."}}