{"id":"W7066613495","doi":"","title":"Klachten over wetenschappelijke integriteit:het potentiële verstikkende effect van misbruik","year":2025,"lang":"nl","type":"other","venue":"VU Research Portal","topic":"Radiation Detection and Scintillator Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Windage; Context (archaeology); Work (physics); Quality (philosophy)","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001624355,0.0008470808,0.00105075,0.001918215,0.0006188525,0.0005293237,0.001198377,0.001012469,0.1149041],"category_scores_gemma":[0.0004649489,0.0007676799,0.0007802028,0.001410297,0.0006846279,0.0001817961,0.0006377868,0.00352751,0.0170659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001840042,"about_ca_system_score_gemma":0.0007034635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001096408,"about_ca_topic_score_gemma":0.0000529342,"domain_scores_codex":[0.9938578,0.0006703018,0.0007728987,0.001460333,0.001659542,0.001579105],"domain_scores_gemma":[0.9968595,0.0004459765,0.0003588125,0.001523139,0.0004018101,0.0004107757],"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":[0.0001524156,0.0002285494,0.009232115,0.0002297885,0.001041936,0.0001293855,0.00005121652,0.00005004307,0.0005338347,0.01313874,0.9356894,0.03952252],"study_design_scores_gemma":[0.001655727,0.0005504009,0.002704928,0.0004989507,0.0001034226,0.000005695782,0.0009547076,0.001103838,0.001594101,0.001041226,0.9890034,0.0007836177],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0165957,0.001076688,0.0002199799,0.0007966601,0.00223013,0.001852824,0.0007561127,0.0004918013,0.9759801],"genre_scores_gemma":[0.4289129,0.0001584716,0.00006577533,0.00003558394,0.0007564087,0.0001106308,0.00009376719,0.0001592799,0.5697072],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4123172,"threshold_uncertainty_score":0.9994774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02331212355421908,"score_gpt":0.3384462986749977,"score_spread":0.3151341751207786,"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."}}