{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002201122,0.0000994904,0.0001167858,0.00006872243,0.0009855091,0.0001296374,0.001447733,0.00001608527,0.00005320673],"category_scores_gemma":[0.00004329523,0.00004386387,0.00006754688,0.0006473525,0.000566297,0.0003169349,0.0001221485,0.0004156568,0.000003019042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003186227,"about_ca_system_score_gemma":0.0002811567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005595033,"about_ca_topic_score_gemma":0.0002416804,"domain_scores_codex":[0.9986714,0.0001078639,0.0003488188,0.0001634216,0.0004027108,0.0003057555],"domain_scores_gemma":[0.9990984,0.0002336602,0.0001926676,0.0003791215,0.0000504308,0.00004567271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002643484,0.00001591815,0.8468904,0.000001807043,0.000007838992,2.478596e-7,0.0003406759,0.142171,0.0002434975,0.001015385,0.0001942032,0.009092574],"study_design_scores_gemma":[0.0001003047,0.0000181776,0.716934,0.00003066268,0.0000101931,0.000005592498,0.0005283758,0.2751451,0.0001221616,0.006836807,0.0002161271,0.00005250076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926184,0.00007979335,0.00136007,0.0008517687,0.0006120139,0.0001508129,0.00002068387,0.000002720887,0.004303697],"genre_scores_gemma":[0.9994789,0.000009940664,0.0001602109,0.00007720948,0.00004992486,8.572842e-7,0.000004245538,0.000001454036,0.0002172743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1329742,"threshold_uncertainty_score":0.757984,"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."}}