{"id":"W4402234343","doi":"10.1111/conl.13047","title":"A primer for the practice of reflexivity in conservation science","year":2024,"lang":"en","type":"article","venue":"Conservation Letters","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Saskatchewan; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Reflexivity; Transparency (behavior); Conservation science; Engineering ethics; Sociology; Best practice; Process (computing); Public relations; Work (physics); Political science; Computer science; Social science; Ecology; Engineering; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3316217,0.001723496,0.002309442,0.005529794,0.01133662,0.02942989,0.007449247,0.02817323,0.005649605],"category_scores_gemma":[0.3035072,0.002030697,0.002647297,0.004193957,0.115766,0.04264144,0.0182531,0.05117269,0.003236869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01107268,"about_ca_system_score_gemma":0.02671662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001713557,"about_ca_topic_score_gemma":0.001256656,"domain_scores_codex":[0.5318531,0.4214634,0.01560905,0.007694284,0.02034958,0.003030621],"domain_scores_gemma":[0.3320327,0.5897553,0.01274801,0.02891555,0.03045369,0.00609477],"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":[0.00003977061,0.0001001967,0.0001529226,0.0007061198,0.00001915377,0.0003361903,0.0876203,0.0003897355,0.0004491995,0.8778134,0.01453072,0.0178422],"study_design_scores_gemma":[0.00004854326,0.000084862,0.00008747476,0.00506528,0.0000164199,0.0004824446,0.01987854,0.0009924286,0.0006233866,0.6953331,0.2772993,0.00008827347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.003099577,0.01018,0.4008655,0.5310677,0.009213741,0.001297649,0.00007945058,0.0005988613,0.04359752],"genre_scores_gemma":[0.2040227,0.01075944,0.639964,0.1194972,0.004318929,0.006995561,0.0001132337,0.0008751061,0.01345372],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6683782,"threshold_uncertainty_score":0.8242294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05191582748473271,"score_gpt":0.3354589659664698,"score_spread":0.2835431384817371,"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."}}