{"id":"W4281483663","doi":"10.3847/1538-3881/ac8d01","title":"celmech: A Python Package for Celestial Mechanics","year":2022,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Scientific Research and Discoveries","field":"Physics and Astronomy","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Python (programming language); Computer science; Celestial mechanics; Programming language; Computational science; Code (set theory); Dynamical systems theory; Theoretical computer science; Physics; Classical mechanics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007638867,0.00009357117,0.0001174666,0.00002986973,0.001055882,0.0002468415,0.0005322209,0.00000859029,0.002410859],"category_scores_gemma":[0.00001289143,0.00006544322,0.0001995497,0.00007862104,0.00005048576,0.0001142846,0.0002489751,0.0004122525,0.00002642621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005626563,"about_ca_system_score_gemma":0.0001963409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001523894,"about_ca_topic_score_gemma":7.891412e-7,"domain_scores_codex":[0.998885,0.0001191766,0.0001926824,0.0001466429,0.0002550043,0.000401539],"domain_scores_gemma":[0.9993994,0.0001149408,0.0001023194,0.000201508,0.00003216732,0.0001496173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003351805,0.001384578,0.03235051,0.00001612647,0.0007576536,0.00001041816,0.002407348,0.02863302,0.03601199,0.4543355,0.2936211,0.1471199],"study_design_scores_gemma":[0.01156444,0.002694998,0.01042906,0.00002699137,0.0002721864,0.0001423035,0.02821075,0.04059023,0.03681083,0.5422983,0.3254379,0.001522005],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6333622,0.00002948083,0.3636174,0.001177719,0.0007560705,0.0002539372,0.0001512582,0.00001175004,0.0006402226],"genre_scores_gemma":[0.9972287,2.908282e-7,0.0009542565,0.00002763912,0.0009252052,0.00006483711,0.00002713108,0.00001472327,0.0007571945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3638665,"threshold_uncertainty_score":0.9985011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01983372052882541,"score_gpt":0.2694038869354061,"score_spread":0.2495701664065807,"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."}}