{"id":"W6931760553","doi":"10.5281/zenodo.7941730","title":"silx-kit/pyFAI: v2023.05.0","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Xenon Pharmaceuticals (Canada)","funders":"","keywords":"Documentation; Python (programming language); Bin; Minor (academic)","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":[0.001870867,0.002918187,0.002075781,0.001825462,0.00137826,0.002670385,0.004261416,0.001709197,0.319425],"category_scores_gemma":[0.003655572,0.002112892,0.001604397,0.001411085,0.0007428193,0.00285224,0.004312187,0.003578391,0.3183539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187787,"about_ca_system_score_gemma":0.001457941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002567734,"about_ca_topic_score_gemma":0.003452715,"domain_scores_codex":[0.9987221,0.0001484148,0.00006167493,0.0003021063,0.0005368413,0.0002288202],"domain_scores_gemma":[0.9984931,0.0002417401,0.0000974776,0.0005854141,0.0003787951,0.0002035356],"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":[0.0002468582,0.00003803704,0.0008925456,0.0004476821,0.00008786761,0.00009036128,0.0001072129,0.001329797,0.004936048,0.005879271,0.9544147,0.03152967],"study_design_scores_gemma":[0.0001579675,0.00003208172,0.001320963,0.0001169497,0.00004460563,0.0002490442,0.00004649013,0.0112264,0.03223187,0.008991391,0.9454295,0.0001528173],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002954385,0.0003399812,0.1126201,0.0005188354,0.0005199663,0.0001490618,0.07100529,0.7676398,0.04425256],"genre_scores_gemma":[0.02623752,0.0003343294,0.1131612,0.001367956,0.0001906352,0.0009666713,0.1430752,0.6529095,0.06175703],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.319425,"threshold_uncertainty_score":0.9707576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07387135534517802,"score_gpt":0.2664834026077475,"score_spread":0.1926120472625695,"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."}}