{"id":"W1999994653","doi":"10.1086/666883","title":"Aperture Photometry Tool","year":2012,"lang":"en","type":"article","venue":"Publications of the Astronomical Society of the Pacific","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics","funders":"California Institute of Technology","keywords":"Photometry (optics); Computer science; Software; Sky; Aperture (computer memory); Histogram; Point source; Image processing; Computer graphics (images); Computer vision; Artificial intelligence; Optics; Physics; Astrophysics; Image (mathematics); Stars","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":[0.002040737,0.001607217,0.001568893,0.003530586,0.0009906306,0.003220881,0.003332729,0.001315915,0.1792796],"category_scores_gemma":[0.008801186,0.001443385,0.001399282,0.001992636,0.0004236214,0.003492318,0.003225301,0.001946091,0.08853036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008026139,"about_ca_system_score_gemma":0.001111799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001783427,"about_ca_topic_score_gemma":0.001732602,"domain_scores_codex":[0.9978704,0.0001544869,0.000180485,0.000374592,0.001259889,0.0001601181],"domain_scores_gemma":[0.9955506,0.001322231,0.0002807065,0.000803172,0.001832218,0.0002110994],"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":[0.0003407615,0.0001084749,0.004231384,0.001157656,0.00008548678,0.0003253846,0.0003863105,0.002460595,0.01747744,0.01118832,0.6203043,0.341934],"study_design_scores_gemma":[0.0001135227,0.0000746377,0.005076337,0.0001659698,0.00005228766,0.0009057769,0.0001042592,0.01599429,0.02844298,0.007832166,0.9410757,0.000162121],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.005719777,0.001007957,0.4802248,0.0004194909,0.0005106009,0.0007245288,0.03322731,0.3937838,0.08438174],"genre_scores_gemma":[0.05754623,0.0009811879,0.6261129,0.001541704,0.0003127315,0.00168566,0.09088778,0.134587,0.08634491],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1792796,"threshold_uncertainty_score":0.5997498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01247574704785323,"score_gpt":0.2205550461768185,"score_spread":0.2080792991289653,"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."}}