{"id":"W2093881686","doi":"10.1063/pt.3.2476","title":"Canada CHIMEs in on dark energy","year":2014,"lang":"en","type":"article","venue":"Physics Today","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dark energy; Astrophysics; Astronomy; Physics; Universe; SIGNAL (programming language); Noise (video); Cosmology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006073826,0.0001575549,0.0001910363,0.00002236704,0.00007473754,0.00002679156,0.0002092179,0.00001413877,0.0001165498],"category_scores_gemma":[0.000004673399,0.0001440129,0.00006123653,0.0001606118,0.00003643065,0.00007487569,0.00005976133,0.0002118984,0.00003905022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005138841,"about_ca_system_score_gemma":0.0002728329,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2938204,"about_ca_topic_score_gemma":0.01179896,"domain_scores_codex":[0.9988956,0.00006282901,0.0001372622,0.0002532271,0.0002506268,0.0004004587],"domain_scores_gemma":[0.9994169,0.0001419645,0.00004279753,0.0002575485,0.00002344312,0.0001173562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002076509,0.0002268425,0.012032,0.000002084938,0.00002620148,0.000001003623,0.00002772394,0.001527802,0.0004313875,0.4560707,0.005292163,0.5243413],"study_design_scores_gemma":[0.004418855,0.0006839522,0.07127544,0.0002372633,0.00003716467,2.13605e-7,0.0003750069,0.03538415,0.2406336,0.2841351,0.3605786,0.00224063],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4132743,0.00001389311,0.1717476,0.001552121,0.0004323139,0.0002678009,0.0001349252,0.00004996108,0.4125271],"genre_scores_gemma":[0.99799,2.119741e-7,0.00008541948,0.0001511087,0.0008362284,0.00002703086,0.00003717687,0.00001682171,0.0008560125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5847157,"threshold_uncertainty_score":0.7108821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005573999642263662,"score_gpt":0.2199701966765288,"score_spread":0.2143961970342651,"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."}}