{"id":"W2982702290","doi":"10.3847/1538-3881/ab44d3","title":"Search for Nanosecond Near-infrared Transients around 1280 Celestial Objects","year":2019,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Physics; Infrared; Nanosecond; Extinction (optical mineralogy); Astronomy; Observatory; Photometer; Astrophysics; Stars; Telescope; Optics; Laser","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":[],"consensus_categories":[],"category_scores_codex":[0.0004727407,0.0001532234,0.0002152477,0.00002609914,0.0003728463,0.0004491348,0.0004896697,0.00003779691,0.0008232839],"category_scores_gemma":[0.000003995513,0.000104184,0.0002314402,0.00007844275,0.0001242751,0.0002897834,0.00004143008,0.0003751187,0.0003283279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000379893,"about_ca_system_score_gemma":0.0003321554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003157009,"about_ca_topic_score_gemma":0.000001257898,"domain_scores_codex":[0.9986981,0.00007213145,0.0002752382,0.0002099147,0.0001971775,0.0005474948],"domain_scores_gemma":[0.9993048,0.0001272201,0.00009890434,0.0002142286,0.00004611345,0.0002087066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002519109,0.0005595812,0.8310769,0.00002065686,0.0005338634,0.000002344837,0.004454055,0.02950079,0.05683729,0.008489438,0.01079206,0.05521392],"study_design_scores_gemma":[0.05752764,0.006501049,0.4335567,0.0004423595,0.000698108,0.0001102898,0.04097699,0.08925217,0.1816895,0.03875569,0.1459213,0.004568135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992901,0.00001027136,0.002886948,0.0003953682,0.0009615407,0.0003401698,0.00002796396,0.000008522456,0.002468233],"genre_scores_gemma":[0.9964167,2.774109e-7,0.0009549732,0.00004466511,0.001720408,0.000008660029,0.00001052432,0.00001666362,0.0008271464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3975202,"threshold_uncertainty_score":0.9014381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603211939874258,"score_gpt":0.2614057786753294,"score_spread":0.2453736592765868,"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."}}