{"id":"W7105183653","doi":"10.71781/31524","title":"Quality management and documentation practices in academic wet labs","year":2025,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Research methodology; Documentation; Context (archaeology)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04936158,0.0003814819,0.0006019578,0.005345451,0.004099254,0.009859641,0.003562834,0.001594533,0.005108962],"category_scores_gemma":[0.09538939,0.0006040838,0.0005533976,0.009444276,0.003290051,0.003837606,0.005318929,0.00117789,0.001888103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0115393,"about_ca_system_score_gemma":0.02214346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01587747,"about_ca_topic_score_gemma":0.01765887,"domain_scores_codex":[0.9491904,0.02002082,0.006248775,0.004591703,0.01769237,0.002255953],"domain_scores_gemma":[0.8319348,0.05269115,0.04042374,0.01799148,0.05046848,0.006490449],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006397667,0.0006098814,0.123155,0.003514795,0.0001995841,0.0008060878,0.0538728,0.002920274,0.01465765,0.009287009,0.01051217,0.7798249],"study_design_scores_gemma":[0.0002311505,0.002441256,0.3948701,0.004898967,0.0003781789,0.003283765,0.09846447,0.009345617,0.05124877,0.01700725,0.4171981,0.0006322955],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8418283,0.02161509,0.06293495,0.01604411,0.000409399,0.0014398,0.000983912,0.002410728,0.05233368],"genre_scores_gemma":[0.9237955,0.007072306,0.04843858,0.001713591,0.0001739458,0.0004969513,0.0007601506,0.0003311,0.01721778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9506384,"threshold_uncertainty_score":0.2610521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1941081754096037,"score_gpt":0.5548502444718428,"score_spread":0.3607420690622392,"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."}}