{"id":"W4224315397","doi":"10.1186/s13750-022-00269-9","title":"Standards of conduct and reporting in evidence syntheses that could inform environmental policy and management decisions","year":2022,"lang":"en","type":"article","venue":"Environmental Evidence","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Environmental policy; Environmental resource management; Business; Nature Conservation; Environmental planning; Accounting; Environmental science; Ecology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001931085,0.0003508084,0.0004633359,0.0001450165,0.0004944141,0.00004669351,0.0003937708,0.00007248719,0.002556509],"category_scores_gemma":[0.0006284591,0.000353222,0.00009306573,0.0002280943,0.001019512,0.001225603,0.002894202,0.0003525811,0.0000194827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002085714,"about_ca_system_score_gemma":0.00002568536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005411017,"about_ca_topic_score_gemma":0.00006433196,"domain_scores_codex":[0.9957836,0.0002108772,0.001010513,0.0006991924,0.001767343,0.0005284792],"domain_scores_gemma":[0.9977763,0.0007166549,0.0008303669,0.0004355181,8.183355e-7,0.0002403955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001574277,0.0002981825,0.937636,0.00004139731,0.00003603508,0.0001176428,0.002113185,0.0006365391,0.02037305,0.00005982057,0.0001491929,0.03838148],"study_design_scores_gemma":[0.0004501222,0.0004355695,0.984531,0.0004174477,0.00004896443,0.0001251127,0.00828338,0.0002033479,0.001983169,0.000325668,0.002725565,0.0004706499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954185,0.001792377,0.00003212925,0.0002834884,0.00006959395,0.0007599157,0.0001377005,0.00001815389,0.001488149],"genre_scores_gemma":[0.9874239,0.01095513,0.0006201442,0.0003331598,0.00001709439,0.0001362102,0.000007159204,0.00003127436,0.0004759234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04689496,"threshold_uncertainty_score":0.999892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1152781019425561,"score_gpt":0.3741365460553556,"score_spread":0.2588584441127995,"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."}}