{"id":"W6931307980","doi":"10.5281/zenodo.4556073","title":"MartinPdeS/PyMieSim: PyMieSim: Gamma","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Interface (matter); Core (optical fiber); Object (grammar); Window (computing)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001873091,0.003355124,0.00130985,0.00148352,0.0009405302,0.002545988,0.005022665,0.001970308,0.3179787],"category_scores_gemma":[0.005387921,0.002975563,0.001947941,0.00116841,0.0008232594,0.004465062,0.003682553,0.003381475,0.2690197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001923751,"about_ca_system_score_gemma":0.001758292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00485391,"about_ca_topic_score_gemma":0.003052379,"domain_scores_codex":[0.9988371,0.0001208429,0.00007916686,0.0003305352,0.0004034782,0.0002288208],"domain_scores_gemma":[0.99823,0.0003367146,0.00008727532,0.0007015354,0.0004890881,0.0001553742],"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":[0.001181104,0.0001279239,0.001703289,0.0008215915,0.0001242633,0.0001404977,0.0002672081,0.002838079,0.008378459,0.01008683,0.8645864,0.1097443],"study_design_scores_gemma":[0.0003864515,0.00006620953,0.002429686,0.000174972,0.00005848517,0.000334903,0.00005112764,0.01710273,0.04276506,0.01163265,0.9247714,0.000226325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002376874,0.0002279812,0.1207867,0.0002977735,0.0003195892,0.0001269939,0.02543729,0.8205979,0.02982887],"genre_scores_gemma":[0.03011229,0.000320886,0.08374244,0.0005451902,0.0001526077,0.0004359825,0.07095712,0.742476,0.07125746],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3179787,"threshold_uncertainty_score":0.9728206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03268634641261685,"score_gpt":0.2266461739237559,"score_spread":0.193959827511139,"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."}}