{"id":"W3137064704","doi":"","title":"Avoiding Battery Brownout: Tips for Astronomers","year":2014,"lang":"en","type":"article","venue":"Journal of the Royal Astronomical Society of Canada","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Aeronautics; Computer science; Meteorology; History; Astronomy; Engineering; Geography; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004969588,0.0001346552,0.000316505,0.000008364245,0.0001240455,0.000009842423,0.0004387647,0.00005827457,0.00005874856],"category_scores_gemma":[0.0001195842,0.00009483586,0.0005721932,0.00004355,0.00005823836,0.00005761882,0.000105087,0.0004479809,4.683278e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004274617,"about_ca_system_score_gemma":0.000161604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003437295,"about_ca_topic_score_gemma":0.0006711014,"domain_scores_codex":[0.9987822,0.00003062801,0.0005145746,0.0001089887,0.000257836,0.0003057542],"domain_scores_gemma":[0.9989466,0.000343932,0.0003597531,0.0001401836,0.00005663783,0.0001528723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001841872,0.00008381747,0.002376943,0.0001940998,0.0006216526,1.344466e-7,0.0001159176,0.8665087,0.008094161,0.0007258425,0.1134671,0.00762747],"study_design_scores_gemma":[0.003550726,0.0001788117,0.009623846,0.0003493329,0.0003080842,0.000003477987,0.0007521861,0.4886355,0.06620802,0.0002076055,0.4296091,0.000573319],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8958857,0.0001068482,0.09639856,0.006011055,0.0008304095,0.0001690057,0.00002450345,0.0000097293,0.0005641919],"genre_scores_gemma":[0.9938145,0.000001412678,0.005082658,0.0001478989,0.0005003434,0.000001971526,0.000001350312,0.00001631045,0.0004335759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3778733,"threshold_uncertainty_score":0.5196185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00463799515431149,"score_gpt":0.1687749042040536,"score_spread":0.1641369090497422,"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."}}