{"id":"W4396523091","doi":"10.2139/ssrn.4812407","title":"A Model for Institutional Phosphorus Damage Costs: A Case Study at the University of Virginia","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Organizational Change and Leadership","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Phosphorus; Environmental science; Chemistry","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":[0.00122964,0.0002064636,0.0002065205,0.0001810971,0.0006269719,0.0001418831,0.0004090997,0.000113515,0.00004313101],"category_scores_gemma":[0.00005131456,0.0001693006,0.0001789153,0.0002444128,0.0000897979,0.0001850879,0.000593857,0.00170051,0.00005041519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128851,"about_ca_system_score_gemma":0.001779537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001261925,"about_ca_topic_score_gemma":0.01635516,"domain_scores_codex":[0.9984784,0.00001932911,0.0002171799,0.0002827665,0.0002939304,0.0007084137],"domain_scores_gemma":[0.9991906,0.00004051163,0.0002688031,0.0002007477,0.0002865074,0.00001279686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002050088,0.00218484,0.01854551,0.00203986,0.006069942,0.003186222,0.01353643,0.06786759,0.0001510014,0.8459993,0.02497207,0.01339717],"study_design_scores_gemma":[0.004420813,0.0002148,0.000579325,0.0004519559,0.003380137,0.002452433,0.1553163,0.299987,0.00001088836,0.5197498,0.01217654,0.001259962],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857684,0.003184061,0.006230206,0.002696338,0.0005480997,0.0008190998,0.00005202227,0.00004686822,0.0006548781],"genre_scores_gemma":[0.995097,0.0002148187,0.00002037607,0.0001758403,0.001915344,0.000004579435,0.00004501497,0.00003400104,0.002492982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3262495,"threshold_uncertainty_score":0.9126564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03360531116932568,"score_gpt":0.2438234847289711,"score_spread":0.2102181735596454,"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."}}