{"id":"W6930691349","doi":"10.5281/zenodo.13890587","title":"theislab/moslin: moslin reproducibility","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"QUAD Engineering (Canada)","funders":"","keywords":"Reproducibility; Process (computing); Reliability (semiconductor); Calibration; Yield (engineering)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004191686,0.00241875,0.0014651,0.002488496,0.001338014,0.005292839,0.002521638,0.001724912,0.3295613],"category_scores_gemma":[0.01766953,0.001432878,0.001450443,0.001825363,0.0007916541,0.005740825,0.004682295,0.003682961,0.3798922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00129179,"about_ca_system_score_gemma":0.002231008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002160695,"about_ca_topic_score_gemma":0.001983889,"domain_scores_codex":[0.9959661,0.000544689,0.0004517832,0.0006924488,0.002014068,0.0003309654],"domain_scores_gemma":[0.992326,0.001203248,0.0004395953,0.003111562,0.002271122,0.0006484754],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003717837,0.00003375903,0.000538828,0.0003373041,0.00003661337,0.00008215326,0.0001351581,0.0005937707,0.003421167,0.01470313,0.8837234,0.09602282],"study_design_scores_gemma":[0.00008968788,0.00003614993,0.0004964364,0.0001320286,0.000022845,0.0001450086,0.00002656375,0.002180374,0.008040108,0.009962874,0.9787924,0.00007545177],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002840855,0.001495958,0.1441549,0.003184806,0.006286453,0.000336501,0.07188583,0.594469,0.1753458],"genre_scores_gemma":[0.02934142,0.001279035,0.07734037,0.001512146,0.001691062,0.0007527632,0.1233836,0.5604488,0.2042508],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.9958083,"threshold_uncertainty_score":0.9562995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04284516026108069,"score_gpt":0.2736507859184449,"score_spread":0.2308056256573642,"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."}}