{"id":"W4207016235","doi":"10.1109/mspec.2021.9531019","title":"Contributors","year":2021,"lang":"en","type":"article","venue":"IEEE Spectrum","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Computer science; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005993144,0.00006548208,0.00009399192,0.00001546796,0.00007307128,0.00006684986,0.00008131484,0.00001523864,0.001738583],"category_scores_gemma":[0.000003865318,0.00005963983,0.00006518674,0.0001653793,0.00002575534,0.0000837886,0.00001271223,0.00006911753,0.0004998512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009391691,"about_ca_system_score_gemma":0.0001017909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001410693,"about_ca_topic_score_gemma":0.00001807879,"domain_scores_codex":[0.999411,0.00001639521,0.00008502875,0.00015727,0.00009939457,0.0002309116],"domain_scores_gemma":[0.9997146,0.0000165137,0.00002562065,0.0001547853,0.00001653972,0.0000720047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004418837,0.0003817879,0.2864588,0.000006435614,0.0001762518,0.0001359583,0.0004569723,0.0003054609,0.106688,0.5045719,0.09044216,0.01033216],"study_design_scores_gemma":[0.0008452192,0.00004360693,0.005700857,0.00001238033,0.00001918128,0.000004027227,0.0005190708,0.0001803277,0.8429937,0.04802594,0.1013505,0.0003052346],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8816502,0.00004323945,0.003084287,0.003714054,0.002374175,0.00007108858,0.00002845266,0.0000493736,0.1089851],"genre_scores_gemma":[0.99545,9.69497e-7,0.00005374108,0.000113384,0.001043013,0.000001892224,0.000008639177,0.000004991183,0.003323399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7363057,"threshold_uncertainty_score":0.9991739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01010743551360737,"score_gpt":0.2478878755257894,"score_spread":0.237780440012182,"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."}}