{"id":"W3098436012","doi":"","title":"In-n-out: The Gas Cycle From Dwarfs To Spiral Galaxies","year":2016,"lang":"en","type":"article","venue":"UCL Discovery (University College London)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":161,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Physics; Astrophysics; Galaxy; Halo; Stellar mass; Galaxy formation and evolution; Galactic halo; Accretion (finance); Astronomy; Redshift; Star formation; Dark matter halo","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001157861,0.000218367,0.0002323078,0.000174914,0.0003671752,0.00005495825,0.0005300518,0.00004522991,0.0009896982],"category_scores_gemma":[0.000009379111,0.0001681514,0.0001408185,0.0004288159,0.0001298365,0.002185002,0.0002849261,0.0001201685,0.0009286398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000274692,"about_ca_system_score_gemma":0.0001264854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001856161,"about_ca_topic_score_gemma":0.001050859,"domain_scores_codex":[0.9987097,0.00009218789,0.0001887835,0.000338459,0.0002569215,0.0004139512],"domain_scores_gemma":[0.9991093,0.0001282146,0.0001108468,0.0004704057,0.00006197947,0.0001193133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000104919,0.00008831006,0.9234377,0.000003051128,0.00005283163,5.627052e-7,0.001748919,0.00002356844,0.00021345,0.06673577,0.007497883,0.00009299705],"study_design_scores_gemma":[0.001296121,0.00004218545,0.9824167,0.00003218719,0.00002491746,4.795842e-7,0.003339421,0.0001252567,0.0002067229,0.006931886,0.00531463,0.0002694444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906015,0.00001226983,0.001331793,0.003381221,0.0003340332,0.0003516679,0.0008843017,0.00003963204,0.003063596],"genre_scores_gemma":[0.9832985,0.000004548237,0.0001244072,0.00002119407,0.0002154873,0.000004198415,0.0000282988,0.00001754556,0.01628579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05980389,"threshold_uncertainty_score":0.9999235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005769025481693803,"score_gpt":0.1804640584305897,"score_spread":0.1746950329488959,"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."}}