{"id":"W2104885988","doi":"10.1088/0004-637x/779/1/18","title":"A SEARCH FOR FAST OPTICAL TRANSIENTS IN THE Pan-STARRS1 MEDIUM-DEEP SURVEY: M-DWARF FLARES, ASTEROIDS, LIMITS ON EXTRAGALACTIC RATES, AND IMPLICATIONS FOR LSST","year":2013,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Planetary Science Division; Science Mission Directorate; Smithsonian Astrophysical Observatory; Max-Planck-Institut für Astronomie; National Central University; National Aeronautics and Space Administration; Queen's University Belfast; Queen's University; Johns Hopkins University; Durham University; Smithsonian Institution; National Science Foundation","keywords":"Physics; Astrophysics; Sky; Ecliptic; Light curve; Asteroid; Astronomy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000744192,0.0002718387,0.0002942838,0.00167053,0.0003452601,0.0007190586,0.0004085361,0.0004117036,0.0008792988],"category_scores_gemma":[0.001355637,0.0001663164,0.0002780379,0.0008121526,0.0001677952,0.0003535392,0.0006701199,0.0002382383,0.0002275739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000278142,"about_ca_system_score_gemma":0.000309561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003040738,"about_ca_topic_score_gemma":0.006305288,"domain_scores_codex":[0.9997144,0.00003688108,0.00002081501,0.00009230858,0.00007393537,0.00006162943],"domain_scores_gemma":[0.9985859,0.0002786985,0.0005792457,0.0001459093,0.00009649676,0.0003136422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001036642,0.00003453025,0.9817131,0.00002529805,0.00003822814,0.0001974494,0.00009296993,0.0003500681,0.00852001,0.00007503159,0.0001291911,0.008720518],"study_design_scores_gemma":[0.000005294626,0.00006357706,0.9972095,0.000005559541,0.00001999595,0.000282352,0.0000917604,0.000978151,0.0008674578,0.00003703331,0.0004350701,0.000004249611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987987,0.0001020783,0.000298768,0.00002767748,0.000001151623,0.000006896062,0.0002993815,0.0000185306,0.0004467276],"genre_scores_gemma":[0.9983196,0.00005847447,0.0006278312,0.0000126791,0.000007100933,0.000004183697,0.0008406788,0.000004329539,0.0001251886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003040738,"threshold_uncertainty_score":0.006046057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03236040124025293,"score_gpt":0.2853207834843646,"score_spread":0.2529603822441117,"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."}}