{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002502033,0.0001800488,0.000523582,0.0001338022,0.00005086423,0.0001914754,0.0001897671,0.0003393698,0.001408695],"category_scores_gemma":[0.00135244,0.0001691705,0.00004202791,0.0002344127,0.00001489907,0.0005723881,0.00009090066,0.0007658195,0.000100131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006894773,"about_ca_system_score_gemma":0.0002251824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000464306,"about_ca_topic_score_gemma":0.003479926,"domain_scores_codex":[0.9978767,0.0003386351,0.000810151,0.0005334606,0.0002845686,0.0001564605],"domain_scores_gemma":[0.9976224,0.0007465522,0.001163226,0.0002855541,0.00009517462,0.00008713949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008723602,0.0005923545,0.03832784,0.002052764,0.0006434644,0.0001391705,0.002708941,0.000001507157,0.0006217678,0.001916428,0.002041113,0.9422311],"study_design_scores_gemma":[0.007392271,0.00020926,0.3178624,0.001839423,0.001188641,0.000002669799,0.01590627,0.00004299802,0.0003626345,0.0006291196,0.6541255,0.0004388888],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8405018,0.001102203,0.000001801383,0.003260902,0.0002954827,0.001783958,0.00004094872,0.000002154751,0.1530107],"genre_scores_gemma":[0.513395,0.008252912,0.007189822,0.00295754,0.000314252,0.0003698233,0.004432736,0.00005192835,0.463036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9417921,"threshold_uncertainty_score":0.9995041,"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."}}