{"id":"W4414027523","doi":"10.3847/psj/adf8ca","title":"The Visibility of the Ōtautahi–Oxford Interstellar Object Population Model in LSST","year":2025,"lang":"en","type":"article","venue":"The Planetary Science Journal","topic":"Astro and Planetary Science","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Campion College; University of Regina","funders":"Academy of Finland; Royal Society Te Apārangi","keywords":"Visibility; Object (grammar); Population; Computer science; Physics; Astrobiology; Meteorology; Artificial intelligence; Sociology; Demography","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":[0.002154541,0.0002751308,0.0003828554,0.000523711,0.0005622435,0.001456627,0.00121607,0.0007523119,0.002672086],"category_scores_gemma":[0.007655264,0.0003271911,0.0005624689,0.0005277782,0.001085854,0.001988187,0.0009856006,0.0006920265,0.0002124297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001486961,"about_ca_system_score_gemma":0.0004868212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03688984,"about_ca_topic_score_gemma":0.02227968,"domain_scores_codex":[0.9996802,0.0001215315,0.00001276409,0.00008849514,0.00003430604,0.00006273755],"domain_scores_gemma":[0.997053,0.001510544,0.0006018947,0.000233208,0.0001980892,0.0004031961],"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":[0.0002656133,0.00006228659,0.1327028,0.00002469107,0.00007800302,0.000257741,0.000266961,0.8365631,0.0008978276,0.02496489,0.0009568196,0.00295919],"study_design_scores_gemma":[0.00005490371,0.00009053378,0.0198021,0.00001237826,0.00002351193,0.00008959815,0.0001571095,0.9731402,0.0001989956,0.006023663,0.0003832577,0.00002366014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864906,0.00007325572,0.009786818,0.0003194346,0.000009247722,0.00002150168,0.0002357574,0.00003563371,0.003027656],"genre_scores_gemma":[0.9984713,0.00002668687,0.0008661719,0.00002455128,0.000003886505,0.00001064411,0.0001466085,0.000007123536,0.0004429318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03688984,"threshold_uncertainty_score":0.07335025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006079245906923422,"score_gpt":0.2315197522195759,"score_spread":0.2254405063126524,"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."}}