{"id":"W6930801930","doi":"10.5281/zenodo.13788210","title":"SFPsimulations","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Data Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Drosophila melanogaster; Melanogaster; Gene; Drosophila pseudoobscura; Drosophila (subgenus)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001262857,0.0001844704,0.0001408098,0.0004206959,0.0002833667,0.0004595323,0.000695958,0.0001414486,0.02474151],"category_scores_gemma":[0.0001079708,0.000207632,0.00003588422,0.0003923895,0.0000770848,0.0001091075,0.0005390855,0.0003546381,0.03643873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001135717,"about_ca_system_score_gemma":0.000001109712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003284554,"about_ca_topic_score_gemma":2.190685e-7,"domain_scores_codex":[0.9990717,0.00003696105,0.0001537921,0.0003057644,0.0001942453,0.0002375096],"domain_scores_gemma":[0.9993001,0.000005678931,0.00003642467,0.0004963437,0.00007691363,0.00008453541],"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":[0.000001060788,0.000008957004,1.575139e-8,0.000229158,0.00003445012,0.000007709215,0.00006704281,0.0001188625,0.0001294119,0.001340882,0.9561534,0.04190905],"study_design_scores_gemma":[0.00006002534,0.00001854623,7.885207e-7,0.0001973576,0.00001345606,0.00002578475,0.00001374403,0.001023675,0.00008589902,0.0007126519,0.9976369,0.0002111842],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001286221,0.0009578642,0.05806414,0.00005125937,0.0001643299,0.0002341617,0.0008667927,0.01811437,0.9215458],"genre_scores_gemma":[0.006600276,0.002384408,0.02251483,0.000119535,0.00150973,2.499508e-7,0.01913042,0.1171782,0.8305624],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09906382,"threshold_uncertainty_score":0.97615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02864492249051208,"score_gpt":0.2625706257641841,"score_spread":0.233925703273672,"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."}}