{"id":"W2123218593","doi":"10.1111/j.1523-1739.2007.00762.x","title":"Academic Institutions in the United States and Canada Ranked According to Research Productivity in the Field of Conservation Biology","year":2007,"lang":"en","type":"article","venue":"Conservation Biology","topic":"Conservation, Ecology, Wildlife Education","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Nature Conservancy; Society for Conservation Biology; Cedar Tree Foundation","keywords":"Productivity; Library science; Geography; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005854289,0.00009934173,0.0001443801,0.0002835611,0.0002100895,0.0000102724,0.0003803992,0.0001564033,0.00003649787],"category_scores_gemma":[0.004702589,0.00007383721,0.00001078851,0.001821399,0.0004840852,0.0001346428,0.0001024744,0.0004340089,0.000003860294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002515651,"about_ca_system_score_gemma":0.0003155837,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7423586,"about_ca_topic_score_gemma":0.9333156,"domain_scores_codex":[0.9977996,0.0009635396,0.0004660297,0.0003056321,0.0001416653,0.0003235627],"domain_scores_gemma":[0.9944153,0.005052144,0.0001327501,0.0002769848,0.00008944399,0.00003341319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004685759,0.00003650736,0.9837345,0.000005308263,0.000003267481,6.520639e-7,0.00158377,0.00008634443,0.004147647,0.00452287,0.005302802,0.0005294585],"study_design_scores_gemma":[0.0002252887,0.00007896546,0.9535155,0.000009805995,0.000003138011,0.000004996943,0.003500929,0.000275459,0.0003127568,0.002698584,0.0392991,0.00007547792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8559675,0.0000215705,0.0003978114,0.1425724,0.0001569437,0.0007152624,0.000008370903,0.000006285518,0.0001537655],"genre_scores_gemma":[0.9819672,0.00004421895,0.0001644282,0.01755135,0.00003703374,0.00009981992,0.0001196994,0.000003705505,0.00001250762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.190957,"threshold_uncertainty_score":0.5629777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09675474834785372,"score_gpt":0.3997120473761714,"score_spread":0.3029572990283177,"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."}}