{"id":"W6931877677","doi":"10.5281/zenodo.7746614","title":"silx-kit/pyFAI: pyFAI v2023.3","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Inorganic and Organometallic Chemistry","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Xenon Pharmaceuticals (Canada)","funders":"","keywords":"Rework; Standard deviation; Integrator; Error analysis; Python (programming language)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003225731,0.00048356,0.0004469732,0.0002852817,0.001066552,0.000605586,0.002011867,0.0005408884,0.4712483],"category_scores_gemma":[0.0006780916,0.0005387068,0.0001783078,0.0006836824,0.0002716931,0.00009651195,0.001910059,0.0008334357,0.07743263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003515217,"about_ca_system_score_gemma":0.0000138999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007252301,"about_ca_topic_score_gemma":0.000002603476,"domain_scores_codex":[0.9970931,0.00007539364,0.0004259862,0.0009630612,0.0006909228,0.0007515728],"domain_scores_gemma":[0.9978362,0.00003548209,0.0003128078,0.001251821,0.0002323587,0.0003313847],"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":[0.00001732914,0.0001017004,0.000001532285,0.0004617277,0.0002037386,0.00006986332,0.000218525,0.000001065137,0.01252327,0.0006040031,0.9675914,0.01820584],"study_design_scores_gemma":[0.0005235584,0.00002761039,0.000009209373,0.0002085398,0.00006339538,0.0001033331,0.0002823746,0.00001652483,0.004515604,0.00005822374,0.9936334,0.0005581625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002328911,0.0003298368,0.0001272153,0.0002277202,0.0002328472,0.0001984685,0.001181686,0.008378233,0.9890911],"genre_scores_gemma":[0.0070099,0.0006671382,0.00009593213,0.00009731643,0.001554556,1.17677e-7,0.005138056,0.04061842,0.9448186],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3938156,"threshold_uncertainty_score":0.9997064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02511392916564182,"score_gpt":0.2300479878743174,"score_spread":0.2049340587086755,"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."}}