{"id":"W4402625802","doi":"10.1126/science.adr5922","title":"Model citizens <b>Rat City: Overcrowding and Urban Derangement in the Rodent Universes of John B. Calhoun</b> <i>Jon Adams and Edmund Ramsden</i> Melville House, 2024. 384 pp.","year":2024,"lang":"en","type":"article","venue":"Science","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University of Edmonton","funders":"","keywords":"Overcrowding; Derangement; Psychoanalysis; Art history; Art; Sociology; History; Psychology; Political science; Law; Mathematics; Combinatorics","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":[0.0005707935,0.0005273233,0.0001987739,0.0004107315,0.001341486,0.002552251,0.000942969,0.000789802,0.01020716],"category_scores_gemma":[0.0007921291,0.0002774772,0.0003110408,0.0006151444,0.003390832,0.003135466,0.001325287,0.001543717,0.001136456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002450434,"about_ca_system_score_gemma":0.001630641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05858884,"about_ca_topic_score_gemma":0.2093232,"domain_scores_codex":[0.9998034,0.0001067581,0.000003681248,0.00002855309,0.00004268643,0.00001493062],"domain_scores_gemma":[0.9997222,0.0001289086,0.00002320723,0.0000188476,0.00005347437,0.00005324472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003488715,0.00003156701,0.001804255,0.0001073325,0.00001647846,0.00009841702,0.00420155,0.001217103,0.0003104205,0.2559197,0.6871803,0.04907805],"study_design_scores_gemma":[0.000006066773,0.00001666961,0.001554517,0.0001736465,0.00001286882,0.0000610768,0.00492452,0.0006433642,0.0001209042,0.03920961,0.9532637,0.00001297985],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02192498,0.1627273,0.01557533,0.429203,0.01182208,0.00006282588,0.0005326832,0.0003319178,0.3578199],"genre_scores_gemma":[0.3344318,0.1636253,0.01063637,0.04532995,0.004487747,0.0001862416,0.0005355498,0.0003711204,0.4403959],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05858884,"threshold_uncertainty_score":0.1164956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665866385394404,"score_gpt":0.2146929676663755,"score_spread":0.1980343038124315,"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."}}