{"id":"W4389626121","doi":"10.1088/1475-7516/2023/12/012","title":"Predicting interloper fraction with graph neural networks","year":2023,"lang":"en","type":"article","venue":"Journal of Cosmology and Astroparticle Physics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"","keywords":"Physics; Astrophysics; Galaxy; Cosmology; Redshift; Astronomy; Halo","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":[0.0009440958,0.0007811193,0.0005087933,0.001941686,0.0003046391,0.0006858504,0.0009507631,0.0009129651,0.001358435],"category_scores_gemma":[0.004594501,0.000353786,0.0004849949,0.00121482,0.0004880257,0.001126435,0.0005057792,0.0008037599,0.0002629158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00116136,"about_ca_system_score_gemma":0.0004729056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02100926,"about_ca_topic_score_gemma":0.02339857,"domain_scores_codex":[0.9997819,0.0000651964,0.000009545202,0.00007989829,0.00002750638,0.00003598648],"domain_scores_gemma":[0.9974115,0.001897974,0.0002490715,0.000119026,0.0002322585,0.00009012975],"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":[0.0001150066,0.00005369892,0.0137022,0.00003182621,0.0000682164,0.00004291331,0.00002061418,0.9536567,0.0003584781,0.001343712,0.001200937,0.02940582],"study_design_scores_gemma":[0.000002423391,0.000004061246,0.0005107613,0.000002642849,0.000004077359,0.000002784381,0.000002296296,0.9979401,0.00008445774,0.001386271,0.00005839414,0.000001751863],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5926338,0.001227923,0.3988028,0.0009075047,0.0001319703,0.00008005391,0.001903219,0.001954089,0.002358603],"genre_scores_gemma":[0.9606372,0.0001497708,0.03611202,0.000137072,0.00005190533,0.00003704345,0.001614133,0.00005192835,0.001208944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02100926,"threshold_uncertainty_score":0.04177397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008472974581843826,"score_gpt":0.2195240797865982,"score_spread":0.2110511052047544,"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."}}