{"id":"W6929261231","doi":"10.48550/arxiv.1902.03768","title":"The Palomar Transient Factory Sky2Night programme","year":2019,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"Telescope; Limiting magnitude; Transient (computer programming); Large Synoptic Survey Telescope; Limiting; Light curve; False positive paradox; Supernova","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":[0.002181729,0.0007464805,0.0005427594,0.001732453,0.0005538968,0.001345623,0.001114185,0.0002793012,0.0120308],"category_scores_gemma":[0.001481567,0.0002522214,0.0005874005,0.00130657,0.0003412023,0.0008345342,0.00136324,0.0005232595,0.004320824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009829552,"about_ca_system_score_gemma":0.001034142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01090264,"about_ca_topic_score_gemma":0.008042822,"domain_scores_codex":[0.9992768,0.000222474,0.00001223929,0.0001847074,0.0001768397,0.0001268049],"domain_scores_gemma":[0.9988737,0.00018781,0.0002107098,0.0003226371,0.0001752207,0.0002298376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00211842,0.0003974527,0.1062388,0.0005101696,0.0003685899,0.000837678,0.0007805323,0.02089519,0.009694419,0.1430697,0.3723813,0.3427078],"study_design_scores_gemma":[0.001469922,0.0005623904,0.1648528,0.000197082,0.0001810725,0.001088376,0.0003780342,0.1376332,0.01005241,0.0484398,0.6349711,0.0001737121],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.3619972,0.00273764,0.1920777,0.003018043,0.0004394829,0.0008545903,0.1903935,0.02741493,0.2210669],"genre_scores_gemma":[0.6116962,0.001000204,0.1173809,0.0005721694,0.000318917,0.0009351037,0.2252094,0.005331219,0.03755584],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0120308,"threshold_uncertainty_score":0.04024708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.131967356984859,"score_gpt":0.2165363196407566,"score_spread":0.08456896265589753,"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."}}