{"id":"W7104412251","doi":"10.48660/25110080","title":"Gravitational wave observations as astrophysical probes","year":2025,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Gravitational wave; Luminosity; Gravitational redshift; Gravitational acceleration; Gravitational-wave observatory","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":[0.001068038,0.0006813341,0.0002785595,0.001342065,0.0005857152,0.002479711,0.0007630577,0.001346148,0.1859856],"category_scores_gemma":[0.001404215,0.0002215395,0.0003430913,0.001035734,0.0005854286,0.001001258,0.001667394,0.001211928,0.1014986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085283,"about_ca_system_score_gemma":0.0007217375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003681978,"about_ca_topic_score_gemma":0.008502149,"domain_scores_codex":[0.9996296,0.00006515857,0.000009176112,0.00006664304,0.0001715639,0.00005781396],"domain_scores_gemma":[0.9992588,0.0001309075,0.00007156767,0.0001705595,0.0001744825,0.0001935675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000219619,0.0001514132,0.00239188,0.0002115099,0.00002095998,0.0001373241,0.00004678839,0.0004404517,0.002606666,0.06695304,0.7534314,0.1733889],"study_design_scores_gemma":[0.00005594391,0.00002849294,0.003016672,0.00007202809,0.000007297494,0.00004754881,0.00003050131,0.0009661033,0.001008496,0.01260459,0.9821508,0.00001141856],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002081146,0.001206695,0.002558564,0.003286285,0.0008917276,0.00007907063,0.008554118,0.001223996,0.9801184],"genre_scores_gemma":[0.0400257,0.001916607,0.006113721,0.001389298,0.0009508357,0.0001119824,0.01099246,0.001136863,0.9373626],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1859856,"threshold_uncertainty_score":0.6221837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03363396075524307,"score_gpt":0.2782983521808657,"score_spread":0.2446643914256227,"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."}}