{"id":"W4322762476","doi":"10.1016/j.biocon.2023.109968","title":"Stealth advocacy in ecology and conservation biology","year":2023,"lang":"en","type":"article","venue":"Biological Conservation","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Leverhulme Trust","keywords":"Credibility; Science policy; Context (archaeology); Value (mathematics); Political science; Environmental policy; Citizen science; Environmental ethics; Ecosystem services; Public relations; Environmental resource management; Ecology; Biology; Computer science; Public administration; Economics; Ecosystem; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01314326,0.0003917222,0.000527532,0.002504345,0.005480657,0.007204421,0.0007569722,0.01043431,0.02094543],"category_scores_gemma":[0.03301051,0.0002605332,0.0002733125,0.001915765,0.0208418,0.009205473,0.006667965,0.008909489,0.0009457862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00298198,"about_ca_system_score_gemma":0.002132888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002594047,"about_ca_topic_score_gemma":0.005162647,"domain_scores_codex":[0.9940315,0.003375844,0.0001572646,0.0004759707,0.001244429,0.0007150251],"domain_scores_gemma":[0.9629781,0.02867712,0.002229287,0.001501536,0.001927718,0.002686138],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002790262,0.00005195058,0.002799984,0.00007666005,0.00002052859,0.0001498648,0.002682984,0.0002935529,0.0001439117,0.9168344,0.03491172,0.04200672],"study_design_scores_gemma":[0.00002707107,0.00003040001,0.003081511,0.0005857926,0.00002194004,0.0001772807,0.003775555,0.001072549,0.0002285446,0.7724228,0.2185519,0.00002465614],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04141165,0.01481636,0.008579788,0.3723544,0.005136096,0.00002194174,0.00005120616,0.00004877161,0.5575798],"genre_scores_gemma":[0.9025188,0.005652597,0.001521656,0.04685259,0.004254882,0.00005355105,0.00002920074,0.00005738448,0.0390593],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9868568,"threshold_uncertainty_score":0.07006943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09634383610432856,"score_gpt":0.3068313272564047,"score_spread":0.2104874911520761,"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."}}