{"id":"W3125391361","doi":"10.26034/roadsides-202000303","title":"A Sky to Work With","year":2020,"lang":"en","type":"article","venue":"Roadsides","topic":"History and Developments in Astronomy","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Sky; Work (physics); Astronomy; Computer science; Remote sensing; Geography; Engineering; Physics; Mechanical 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":["insufficient_payload"],"category_scores_codex":[0.00002235515,0.00008503303,0.00009465958,0.00001551596,0.00006503653,0.00002083374,0.00009619373,0.000008350575,0.001016629],"category_scores_gemma":[0.000002022607,0.00007120563,0.00002257649,0.0001628086,0.00001595529,0.00005450702,0.00003165151,0.00006104047,0.0007982663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009859439,"about_ca_system_score_gemma":0.00004432004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007889368,"about_ca_topic_score_gemma":4.707596e-7,"domain_scores_codex":[0.9995385,0.000009063803,0.00008046067,0.0001584585,0.0000712207,0.0001422463],"domain_scores_gemma":[0.9997122,0.00001058542,0.0000219448,0.00008912542,0.00001463342,0.0001514644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001909665,0.0000934109,0.6906095,0.000009226346,0.0001715187,0.000009800106,0.006718483,0.001660396,0.00023634,0.0167889,0.08231785,0.2011937],"study_design_scores_gemma":[0.000285762,0.00006674656,0.01076522,0.00002188539,0.000009308656,1.548245e-7,0.000295299,0.000005194492,0.001324288,0.0001954811,0.9868162,0.0002145038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4670021,0.00002920337,0.2368651,0.002212071,0.0001301225,0.0003721839,0.000008561913,0.0001385206,0.2932422],"genre_scores_gemma":[0.9639263,2.383294e-8,0.0339996,0.0005823224,0.0002054053,0.00002543912,0.0000048536,0.00001029577,0.001245823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9044983,"threshold_uncertainty_score":0.9999797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019302856290948,"score_gpt":0.1955602791697146,"score_spread":0.1853672506068051,"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."}}