{"id":"W4391309486","doi":"10.1093/mnras/stae287","title":"The limitations (and potential) of non-parametric morphology statistics for post-merger identification","year":2024,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University; University of Victoria","funders":"University of Victoria","keywords":"Physics; Identification (biology); Parametric statistics; Morphology (biology); Statistical physics; Astrophysics; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02142905,0.0008432158,0.0009540401,0.002491238,0.0006981286,0.002069082,0.002098487,0.001083602,0.0008068805],"category_scores_gemma":[0.0698716,0.0005469098,0.0008870169,0.001556943,0.001396877,0.002833859,0.001621094,0.001108065,0.0007458207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005332136,"about_ca_system_score_gemma":0.0006715287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003639295,"about_ca_topic_score_gemma":0.005025158,"domain_scores_codex":[0.9902377,0.006078277,0.0005325904,0.0009173948,0.001813537,0.0004205738],"domain_scores_gemma":[0.8971514,0.06696505,0.00835773,0.01821709,0.008127901,0.001180814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000972645,0.0002311778,0.5550359,0.0005181144,0.0007287009,0.00030957,0.0005896612,0.136726,0.02162047,0.007902501,0.003674843,0.2716904],"study_design_scores_gemma":[0.00005089208,0.0002494433,0.1859189,0.0001671022,0.0001497456,0.0007331682,0.0002973964,0.77217,0.01970951,0.01735534,0.003067594,0.0001308258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6020848,0.002025198,0.3866411,0.001104989,0.00008965169,0.0001091824,0.001034202,0.002987625,0.003923321],"genre_scores_gemma":[0.9527626,0.0001470603,0.04615707,0.0001013799,0.0000457718,0.00002995845,0.0004030997,0.0001404498,0.0002126045],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02142905,"threshold_uncertainty_score":0.113329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007895905350730046,"score_gpt":0.2162873491466353,"score_spread":0.2083914437959052,"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."}}