{"id":"W3092009321","doi":"","title":"Wetland Preservation: A Pressing Societal Issue","year":2018,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Wetland; Business; Environmental resource management; Environmental science; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005250582,0.00006615736,0.00006050654,0.0001597073,0.001792278,0.0001635685,0.0002718935,0.00005090412,0.0001255083],"category_scores_gemma":[0.0001578452,0.0000554293,0.00001661837,0.0006109586,0.001325068,0.0007358993,0.000167409,0.00009214661,0.00002351724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001641417,"about_ca_system_score_gemma":0.0001301821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002926336,"about_ca_topic_score_gemma":0.00001650769,"domain_scores_codex":[0.9992391,0.000007767986,0.0001026017,0.0002134467,0.0002491408,0.0001879552],"domain_scores_gemma":[0.9995484,0.00001508766,0.0001172799,0.0001247578,0.0001334123,0.00006102555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002992145,0.0002688843,0.6277127,0.00001956709,0.00001834044,5.412935e-7,0.002214816,0.000004065006,0.05502123,0.0004947689,0.04873606,0.2654791],"study_design_scores_gemma":[0.0003313732,0.0003061682,0.3953679,0.00002589427,0.00003469749,0.00007288206,0.003455429,0.00125544,0.007228833,0.01341382,0.5783193,0.0001883417],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783339,0.00003018575,0.001172676,0.01529133,0.0005600359,0.0001999258,7.51265e-7,0.00002917672,0.004382049],"genre_scores_gemma":[0.9931655,0.00001937893,0.002000797,0.0003177579,0.0002224678,0.00001210885,9.803377e-7,0.0000031913,0.004257833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5295832,"threshold_uncertainty_score":0.9995072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01259376995560464,"score_gpt":0.2834493710419304,"score_spread":0.2708556010863257,"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."}}