{"id":"W4393044337","doi":"10.1139/facets-2023-0070","title":"Now is the time for academics to think and act beyond academia","year":2024,"lang":"en","type":"article","venue":"FACETS","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Science policy; Climate change; Climate science; Political science; Public relations; Conservation science; Biodiversity; Biodiversity conservation; Engineering ethics; Public administration; Ecology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001738958,0.00008125699,0.00006388129,0.000009644526,0.0001128822,0.0000640007,0.000165741,0.0001436564,0.0177838],"category_scores_gemma":[0.00002646539,0.0000543298,0.00003437201,0.0001237181,0.00006498728,0.00009341916,0.0001559181,0.0002155173,0.006417127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001343601,"about_ca_system_score_gemma":0.000003994195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006500984,"about_ca_topic_score_gemma":0.00001059048,"domain_scores_codex":[0.999375,0.000008660115,0.00007910987,0.000203538,0.0001398797,0.0001937871],"domain_scores_gemma":[0.9997349,0.00006395631,0.00001186342,0.0001030499,0.000002646493,0.00008352279],"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":[0.000006329334,0.000004815674,0.0008945715,0.000009797645,0.000007913844,5.577682e-7,0.001501031,0.000003049345,0.01131683,0.0009001641,0.9802211,0.005133815],"study_design_scores_gemma":[0.00006876797,0.00002441894,0.01888682,0.000007680595,0.00001134624,0.000004354039,0.0002434562,0.0006173985,0.003236363,0.0006183408,0.9761896,0.00009148393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8586392,0.0008490627,0.0001506971,0.09559792,0.0002938321,0.0006962852,0.0007253928,0.0001467256,0.04290088],"genre_scores_gemma":[0.9142748,0.0005029381,0.0002488038,0.03461938,0.0002158187,0.0001171429,0.00009518351,0.00004284336,0.04988312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06097854,"threshold_uncertainty_score":0.9943565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02570555204974622,"score_gpt":0.2827610580042869,"score_spread":0.2570555059545407,"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."}}