{"id":"W2568006308","doi":"10.3847/1538-3881/153/2/54","title":"THE FAINTEST WISE DEBRIS DISKS: ENHANCED METHODS FOR DETECTION AND VERIFICATION","year":2017,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Optical measurement and interference techniques","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Physics; Astronomy; Debris; Remote sensing; Meteorology; Geography","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001364483,0.00007109672,0.00007753541,0.0000142481,0.001187439,0.001050634,0.001006029,0.00002498547,0.000001794243],"category_scores_gemma":[0.0004046792,0.00003707267,0.00005643967,0.00001356509,0.0001647055,0.0003938409,0.0001297011,0.0001872704,0.000003038092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004044393,"about_ca_system_score_gemma":0.00001901376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000033558,"about_ca_topic_score_gemma":0.000003642865,"domain_scores_codex":[0.9993687,0.0001042445,0.0001671794,0.0001230754,0.000064454,0.0001724082],"domain_scores_gemma":[0.9990467,0.0002448455,0.0001734134,0.0004065204,0.00007558424,0.00005292887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003496364,0.000008091186,0.000076037,6.059439e-7,0.00001115827,1.410724e-8,0.00005623836,0.000001076442,0.1452144,0.006637518,0.00003550293,0.8479244],"study_design_scores_gemma":[0.0005873566,0.0007159136,0.05159615,0.00004898133,0.0000363062,0.00002248486,0.0001086827,0.07174829,0.7995109,0.07138155,0.004018037,0.0002253685],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09320242,0.0000423445,0.9031515,0.003036375,0.0002313068,0.0001313049,1.970334e-7,0.00002215486,0.0001824522],"genre_scores_gemma":[0.8871041,0.00002332175,0.112673,0.00001417863,0.0001364825,0.00002155796,5.488387e-8,0.000003462714,0.0000238722],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.847699,"threshold_uncertainty_score":0.9999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04486861077081967,"score_gpt":0.3564873988709446,"score_spread":0.3116187881001249,"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."}}