{"id":"W6930816661","doi":"10.5281/zenodo.14867035","title":"Gammapy: Python toolbox for gamma-ray astronomy","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Turtle Biology and Conservation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canarie","funders":"","keywords":"Toolbox; Python (programming language); Sky; Telescope; Cherenkov radiation; Event (particle physics)","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":[0.0004179846,0.0001910832,0.000167134,0.0001263649,0.0007640782,0.0001754294,0.0007569453,0.0002030175,0.07946124],"category_scores_gemma":[0.0002495653,0.00019801,0.0000724911,0.0002795041,0.0002172497,0.0001065956,0.0005642378,0.0001997969,0.04502068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001758737,"about_ca_system_score_gemma":0.000002414795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006589315,"about_ca_topic_score_gemma":0.00001001306,"domain_scores_codex":[0.998558,0.0001563956,0.0001881764,0.0005208942,0.0002037913,0.0003727662],"domain_scores_gemma":[0.9992586,0.00002989553,0.000151055,0.0004131121,0.00003612062,0.0001112455],"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":[0.00003097286,0.00003019589,0.0000244959,0.00002008601,0.00002479852,0.000002491282,0.00008090436,0.00001657472,0.0002822981,0.0003981855,0.9041589,0.09493012],"study_design_scores_gemma":[0.0003074923,0.0001225257,0.001486274,0.00002644988,0.00001711533,0.000006977942,0.00004841826,0.00004322714,0.00004088544,0.00009040865,0.9975999,0.0002103126],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003430064,0.00005158422,0.01184094,0.0008002597,0.0003706209,0.001086915,0.0005565503,0.002950994,0.9819992],"genre_scores_gemma":[0.002854254,0.0001060059,0.002638988,0.0003579732,0.0006715417,8.461425e-7,0.00421799,0.01527044,0.973882],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0947198,"threshold_uncertainty_score":0.9557229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.025668485306052,"score_gpt":0.2268056171561464,"score_spread":0.2011371318500944,"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."}}