{"id":"W1839380688","doi":"10.48550/arxiv.0805.3739","title":"Infrared Passbands for Precise Photometry of Variable Stars by Amateur and Professional Astronomers","year":2008,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photometry (optics); Amateur; Observatory; Stars; Physics; Sky; Infrared; Water vapor; Astronomy; Extinction (optical mineralogy); Infrared astronomy; Far infrared; Remote sensing; Astrophysics; Optics; Meteorology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003468335,0.0006537816,0.0005288676,0.003759357,0.001597336,0.001816726,0.0009578145,0.0007764909,0.03033476],"category_scores_gemma":[0.004667539,0.0003688909,0.0004040292,0.003324295,0.0004819186,0.001594935,0.002088172,0.001296473,0.0132141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008631356,"about_ca_system_score_gemma":0.001455399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01062652,"about_ca_topic_score_gemma":0.02395561,"domain_scores_codex":[0.9983364,0.0002744701,0.00009697204,0.0002890887,0.000811755,0.0001913594],"domain_scores_gemma":[0.9959102,0.0004305697,0.0004376581,0.001555419,0.001163918,0.0005023261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003059013,0.0002219817,0.07031228,0.0003016091,0.00007150977,0.0001958128,0.0009638724,0.0004651741,0.04899389,0.01566347,0.2548947,0.6076097],"study_design_scores_gemma":[0.00008506864,0.000116479,0.354211,0.0001620878,0.0000350955,0.0003310441,0.0003703836,0.001224285,0.006542999,0.006063335,0.6308143,0.00004389771],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1881083,0.01896002,0.3906392,0.01121146,0.004057659,0.00276494,0.05190967,0.01828765,0.314061],"genre_scores_gemma":[0.1907694,0.003382069,0.6833115,0.003048543,0.001947777,0.001379941,0.03878943,0.00274977,0.07462165],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03033476,"threshold_uncertainty_score":0.1014799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0192545529947197,"score_gpt":0.2489328332533307,"score_spread":0.229678280258611,"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."}}