{"id":"W6910738135","doi":"10.48660/25070075","title":"Measuring the cosmic ecosystem with weak gravitational lensing","year":2025,"lang":"en","type":"other","venue":"PIRSA","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"COSMIC cancer database; Weak gravitational lensing; Gravitational lens; Noise (video); Ecosystem; Gravitational wave; Gravitation","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":[0.0001303471,0.0002254458,0.0002133255,0.00013009,0.0001863231,0.00007405114,0.0001997132,0.00004631083,0.0007778601],"category_scores_gemma":[0.000003302271,0.0001624254,0.00006941461,0.0001523076,0.00003749988,0.00006904739,0.00003807227,0.0001710459,0.0002652887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009110408,"about_ca_system_score_gemma":0.000225908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005147606,"about_ca_topic_score_gemma":0.0004026845,"domain_scores_codex":[0.9990541,0.00005483031,0.0002050966,0.0002091408,0.0002640788,0.000212804],"domain_scores_gemma":[0.9992777,0.00004649202,0.000246464,0.0003050476,0.00008984762,0.00003447686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009485587,0.00004601535,0.7946054,0.0001539499,0.0004753332,1.358227e-8,0.0006699233,0.00009817219,0.000005670989,0.05896787,0.1445005,0.0004677297],"study_design_scores_gemma":[0.001068041,0.00003265263,0.5765148,0.001226334,0.000245308,0.000003443446,0.002088044,0.0005122278,0.00002935356,0.005340176,0.4121811,0.0007585311],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04603837,0.0003588365,0.002987301,0.0002537221,0.00065461,0.000793463,0.0002709429,0.0002068678,0.9484359],"genre_scores_gemma":[0.8276006,0.000001773815,0.0003281897,0.000003828318,0.0005637364,0.00004103271,0.000160338,0.0001169289,0.1711836],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7815622,"threshold_uncertainty_score":0.8517022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01073772350468498,"score_gpt":0.2020551132975768,"score_spread":0.1913173897928918,"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."}}