{"id":"W4400243960","doi":"10.3847/1538-3881/ad4a76","title":"Photometric Completeness Modelled with Neural Networks","year":2024,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Physics; Photometry (optics); Astrophysics; Completeness (order theory); Galaxy; Sky; Population; Astronomy; Algorithm; Stars; Computer science; Mathematical analysis","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":[0.004075058,0.0008283771,0.001002524,0.001746601,0.0005628311,0.001757238,0.002105999,0.001865033,0.003870449],"category_scores_gemma":[0.01786485,0.0005697726,0.0009943154,0.001304899,0.002052896,0.003100506,0.001378132,0.001768064,0.0005727201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003082427,"about_ca_system_score_gemma":0.0008414435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02182027,"about_ca_topic_score_gemma":0.01328495,"domain_scores_codex":[0.9989557,0.0003358824,0.00006118916,0.0002973923,0.0001629256,0.0001868492],"domain_scores_gemma":[0.991478,0.004862555,0.001341242,0.0006452777,0.001382926,0.0002899401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008158674,0.00003304973,0.004829555,0.00003393874,0.00003130976,0.00004208875,0.00006971672,0.9670555,0.0002261591,0.01534293,0.0007190515,0.01153506],"study_design_scores_gemma":[0.000003647071,0.00000821259,0.0006833227,0.000008906167,0.00000638695,0.000009864229,0.000006373941,0.9914636,0.00009795743,0.007530021,0.0001751841,0.000006530324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4852434,0.0007163896,0.4901069,0.002828156,0.0001744714,0.0001440097,0.002354316,0.001136924,0.01729554],"genre_scores_gemma":[0.9768985,0.000167004,0.01403103,0.0001677632,0.00008024887,0.0001047993,0.0005982487,0.00005724527,0.007895245],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02182027,"threshold_uncertainty_score":0.04338652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153368992946086,"score_gpt":0.2247309040923163,"score_spread":0.2093940047977077,"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."}}