{"id":"W3186474699","doi":"10.3847/1538-4357/ac1679","title":"The JCMT Transient Survey: Four-year Summary of Monitoring the Submillimeter Variability of Protostars","year":2021,"lang":"en","type":"preprint","venue":"The Astrophysical Journal","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Dalhousie University; University of Victoria; Herzberg Institute of Astrophysics","funders":"Science and Technology Facilities Council","keywords":"Astrophysics; Protostar; Physics; Submillimeter Array; Brightness; Accretion (finance); Amplitude; Astronomy; Star formation; Stars; Optics","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":[0.001069667,0.0003803654,0.0005240666,0.004523974,0.0006694117,0.0008238233,0.0006546371,0.0004076046,0.001037403],"category_scores_gemma":[0.002326554,0.0002633621,0.0004169676,0.003059351,0.0003233052,0.0005151647,0.001076843,0.0002801063,0.000575217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008266766,"about_ca_system_score_gemma":0.0006668453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02112842,"about_ca_topic_score_gemma":0.03266992,"domain_scores_codex":[0.9993027,0.00007436505,0.00006771544,0.0001574341,0.000249887,0.0001478319],"domain_scores_gemma":[0.9934525,0.0004448121,0.002306841,0.0008174828,0.001426248,0.001552069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001126448,0.00004270932,0.9848994,0.00003835763,0.00007957152,0.000159228,0.0001828806,0.0002660121,0.005210186,0.00002836353,0.001430499,0.007550098],"study_design_scores_gemma":[0.000003182032,0.00002628323,0.9985123,0.000002696335,0.00001476539,0.00008370527,0.00002672574,0.000274307,0.0003668078,0.000003942881,0.0006824555,0.000002861144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858073,0.0003316711,0.0008574104,0.00006555215,0.00001168337,0.00008764656,0.01120858,0.0002416512,0.001388559],"genre_scores_gemma":[0.9774873,0.0002081121,0.001911132,0.00007093833,0.00006797317,0.00008070673,0.01938669,0.00008173787,0.0007054087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02112842,"threshold_uncertainty_score":0.04201084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02626884456045776,"score_gpt":0.2587451282386139,"score_spread":0.2324762836781561,"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."}}