{"id":"W7101410991","doi":"10.1007/s12498-025-2664-1","title":"Overkwalificatie als risicofactor","year":2025,"lang":"nl","type":"article","venue":"Tijdschrift voor bedrijfs- en verzekeringsgeneeskunde","topic":"German Literature and Culture Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0005819761,0.001442021,0.00150824,0.000527233,0.001758143,0.001607022,0.001248327,0.0006664807,0.007609813],"category_scores_gemma":[0.0002107414,0.001328637,0.0008147182,0.0005138603,0.0007694215,0.0007246719,0.0006808583,0.001253742,0.003940357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000223148,"about_ca_system_score_gemma":0.0003326431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004971424,"about_ca_topic_score_gemma":0.0007007168,"domain_scores_codex":[0.9942311,0.0003293658,0.001477577,0.001536062,0.00081034,0.001615577],"domain_scores_gemma":[0.9967366,0.0003703788,0.000488848,0.001527264,0.0005178663,0.000359054],"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":[0.0002381439,0.0005558098,0.00126547,0.0008977731,0.002161304,0.00007737199,0.03079016,0.00002506667,0.002703508,0.6390065,0.3194021,0.002876826],"study_design_scores_gemma":[0.001380119,0.0002346616,0.005765967,0.000666498,0.0007048495,0.00001044773,0.005164313,0.00004365302,0.002389834,0.001990077,0.9802931,0.001356512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1019456,0.04424475,0.0002871218,0.005503419,0.01111014,0.001820462,0.001365494,0.0009529623,0.83277],"genre_scores_gemma":[0.7440438,0.001439573,0.0001835713,0.002668304,0.002658325,0.0001343221,0.0001813416,0.0001344772,0.2485563],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.660891,"threshold_uncertainty_score":0.999833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007895204052766735,"score_gpt":0.2456459181059701,"score_spread":0.2377507140532034,"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."}}