{"id":"W6886034987","doi":"10.14288/bcs.no221.199473","title":"The Role of Academia in Assessing an Environmental Disaster","year":2024,"lang":"en","type":"article","venue":"Open Collections","topic":"Conservation, Ecology, Wildlife Education","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental research; Citizen science; Trustworthiness; Research center; Columbia university; Mount; Research program; Best practice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05431609,0.0006399985,0.0009561221,0.009358551,0.01745077,0.02917714,0.003351682,0.004370714,0.01029622],"category_scores_gemma":[0.12593,0.000566698,0.0003620166,0.007846725,0.01634993,0.009927594,0.01417936,0.005179546,0.001636784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02370538,"about_ca_system_score_gemma":0.0712449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06921523,"about_ca_topic_score_gemma":0.1169552,"domain_scores_codex":[0.9392888,0.04052688,0.001811337,0.002298476,0.0109995,0.005075006],"domain_scores_gemma":[0.8306025,0.09053322,0.008222945,0.004374057,0.04086702,0.02540031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002944616,0.0006407619,0.1568188,0.001811476,0.0001215814,0.002453018,0.3223688,0.002856558,0.0009475574,0.09728654,0.06335045,0.35105],"study_design_scores_gemma":[0.00003021877,0.0003473914,0.02694928,0.002914708,0.0000455446,0.0004402106,0.6893991,0.002221579,0.0005467718,0.04487824,0.2321009,0.0001259776],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.329206,0.01168284,0.008619256,0.1999774,0.002890689,0.0007403,0.0004285633,0.0002345473,0.4462204],"genre_scores_gemma":[0.9780827,0.00436909,0.00296395,0.005426273,0.0002561287,0.0001739007,0.0001460926,0.00003583425,0.008545987],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06921523,"threshold_uncertainty_score":0.2872544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01332240228139794,"score_gpt":0.2908077439408028,"score_spread":0.2774853416594049,"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."}}