{"id":"W1513258353","doi":"","title":"The conservation social sciences: What?, how? and why?: a report for conservation organizations, foundations, practitioners, agencies and researchers","year":2015,"lang":"en","type":"article","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Public relations; Sociology; Political science; Engineering ethics; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.002921899,0.00007959724,0.00009919713,0.0000991172,0.005228552,0.0005396773,0.0001634297,0.00007313424,0.00001592895],"category_scores_gemma":[0.001158675,0.00007828476,0.0000179304,0.0005714628,0.001870498,0.0009165586,0.0003360705,0.0002072029,0.000002641416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001947131,"about_ca_system_score_gemma":0.0001627411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002048145,"about_ca_topic_score_gemma":0.0005733457,"domain_scores_codex":[0.998319,0.0003887113,0.0001120227,0.0003173543,0.0006376436,0.0002252326],"domain_scores_gemma":[0.998587,0.0005658116,0.0001585679,0.0001148062,0.0004587918,0.0001150705],"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":[0.000337204,0.00008444267,0.9151226,0.0001112615,0.0001011914,0.00003174671,0.02581642,0.00008237856,0.002511003,0.001307176,0.0513046,0.003190019],"study_design_scores_gemma":[0.0006265822,0.0003192916,0.1931369,0.00002719186,0.0000271265,0.00002074226,0.1180797,0.003340131,0.00002769766,0.0006747378,0.6835899,0.0001299155],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660897,0.0003347038,0.001177893,0.03025938,0.0001227691,0.000505601,0.000002576399,0.00003281179,0.001474552],"genre_scores_gemma":[0.9656439,0.00211726,0.003087125,0.0002043329,0.0001992902,0.000008847584,0.0001226382,0.00001924575,0.02859732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7219856,"threshold_uncertainty_score":0.9960665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08280277679857659,"score_gpt":0.2961988676020424,"score_spread":0.2133960908034659,"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."}}