{"id":"W2947314912","doi":"10.21105/joss.01397","title":"hankel: A Python library for performing simple and accurate Hankel transformations","year":2019,"lang":"en","type":"article","venue":"The Journal of Open Source Software","topic":"Mathematical functions and polynomials","field":"Mathematics","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Australian Research Council; Natural Sciences and Engineering Research Council of Canada","keywords":"Python (programming language); Fourier transform; Simple (philosophy); Source code; Simplicity; Hankel transform; Code (set theory)","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001292364,0.0001442992,0.0003876016,0.00007397765,0.0003044234,0.0002729767,0.0005314555,0.00006522365,0.0007656182],"category_scores_gemma":[0.000424541,0.00008565031,0.0001306445,0.0001196587,0.00003858278,0.001079969,0.0001398223,0.0002152685,0.00002262502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001364242,"about_ca_system_score_gemma":0.00008056733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003807723,"about_ca_topic_score_gemma":0.000002049604,"domain_scores_codex":[0.998847,0.00009990741,0.0005946526,0.00007905051,0.0001731754,0.0002062125],"domain_scores_gemma":[0.9968588,0.002295535,0.0003939906,0.0002609614,0.00009021711,0.0001004868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.004910261,0.001371448,0.007640785,0.007455158,0.001982091,0.00001164816,0.1069295,0.001464511,0.003728977,0.09320579,0.6014196,0.1698802],"study_design_scores_gemma":[0.005378786,0.00134499,0.0003358787,0.001117613,0.0008991772,0.0008923847,0.01223398,0.005196224,0.00394488,0.5259631,0.4419289,0.0007641406],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7673634,0.0002761053,0.2265606,0.001970931,0.0001937006,0.001592609,0.00007836176,0.00006759058,0.001896741],"genre_scores_gemma":[0.8567516,0.000232998,0.1260808,0.0009502968,0.0005265757,0.00005482398,0.00001841603,0.0002043873,0.01518015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4327573,"threshold_uncertainty_score":0.8382982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05212835336679651,"score_gpt":0.327704683854282,"score_spread":0.2755763304874855,"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."}}