{"id":"W4392579829","doi":"10.5194/egusphere-egu24-9519","title":"Rethinking operational VGOS observations","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Optical Systems and Laser Technology","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002318202,0.0003036567,0.0003313099,0.0008384642,0.0006498856,0.001856499,0.001140244,0.0003932508,0.001574004],"category_scores_gemma":[0.003620411,0.0002923824,0.0002412047,0.001008511,0.0004918693,0.001167214,0.001575976,0.001591038,0.0009364415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001662451,"about_ca_system_score_gemma":0.002223075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02980699,"about_ca_topic_score_gemma":0.04079175,"domain_scores_codex":[0.9988752,0.0001640541,0.00007063711,0.0002746318,0.0004241389,0.0001913376],"domain_scores_gemma":[0.9982477,0.0002588948,0.0001549972,0.0006383181,0.0004476541,0.0002524012],"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":[0.0007150483,0.0002345659,0.1056374,0.0004296421,0.0001857782,0.0003843787,0.00536163,0.05274737,0.1055413,0.02687958,0.05422253,0.6476607],"study_design_scores_gemma":[0.0002650344,0.0004231903,0.2115107,0.0004248912,0.0001365262,0.0001912328,0.00270646,0.08198476,0.02818535,0.02562393,0.6483717,0.0001763284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5546688,0.001906052,0.3614155,0.006340133,0.002092187,0.0004693144,0.008032967,0.01114482,0.0539303],"genre_scores_gemma":[0.8086186,0.0008890448,0.1727947,0.001036355,0.0007214489,0.0002325586,0.007680205,0.002603355,0.005423783],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02980699,"threshold_uncertainty_score":0.05926698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03809889484890677,"score_gpt":0.236145179640335,"score_spread":0.1980462847914282,"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."}}