{"id":"W1665915224","doi":"10.1017/s0252921100152285","title":"Rapid Keck Spectroscopy of Cataclysmic Variables","year":2004,"lang":"en","type":"article","venue":"International Astronomical Union Colloquium","topic":"Astrophysical Phenomena and Observations","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dominion Astrophysical Observatory","funders":"","keywords":"Cataclysmic variable star; Astrophysics; Physics; Dwarf nova; Spectroscopy; Polar; Flare; Accretion disc; Accretion (finance); Intermediate polar; Astronomy; Flux (metallurgy); Variable star; Spectral line; White dwarf; Stars; Chemistry","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":[0.00007835332,0.0001639647,0.0002183064,0.00008367758,0.00006912802,0.00003748505,0.0003802636,0.00003045393,0.00108691],"category_scores_gemma":[0.000007015958,0.0001641894,0.0001529055,0.0001393205,0.0001087897,0.0002270557,0.0001098167,0.0001505186,0.00009921826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000133529,"about_ca_system_score_gemma":0.0001329194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003055575,"about_ca_topic_score_gemma":0.000002533336,"domain_scores_codex":[0.9989074,0.00002603732,0.0003789768,0.0002585732,0.0001959937,0.00023304],"domain_scores_gemma":[0.9993571,0.00004992637,0.0001729479,0.0002009833,0.0001152745,0.0001037914],"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":[0.0001459459,0.001410524,0.03692837,0.000007781758,0.000443954,7.526472e-7,0.0001523959,0.09101553,0.09484679,0.7689575,0.001311296,0.004779196],"study_design_scores_gemma":[0.01495988,0.001319081,0.2577901,0.0002628602,0.0002672272,0.00000131338,0.00147164,0.0117338,0.4035588,0.2164531,0.09009546,0.00208671],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8605313,0.000008161495,0.1241432,0.001168088,0.0006216497,0.0001725196,0.0002215655,0.00003165263,0.01310186],"genre_scores_gemma":[0.9861754,6.820085e-7,0.01244122,0.000036632,0.00069263,0.00002383393,0.0002340037,0.00001767104,0.0003779499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5525044,"threshold_uncertainty_score":0.9998263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008931311511216702,"score_gpt":0.2308143725102192,"score_spread":0.2218830609990025,"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."}}