{"id":"W2326398470","doi":"10.1021/es3030512","title":"An Unparalleled Scientific Resource Endangered","year":2012,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Conservation, Ecology, Wildlife Education","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Endangered species; Resource (disambiguation); Environmental science; Environmental planning; Environmental resource management; Computer science; Biology; Ecology; Habitat","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001424647,0.0002241342,0.0001673506,0.0004763361,0.001230223,0.0000875988,0.00131719,0.0001824614,0.004959165],"category_scores_gemma":[0.000156229,0.0002297342,0.00003975388,0.00214876,0.00690539,0.001654115,0.0006019173,0.0002447502,0.00280063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244485,"about_ca_system_score_gemma":0.00004549267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003425698,"about_ca_topic_score_gemma":0.00006057991,"domain_scores_codex":[0.9970242,0.00007177723,0.0003089184,0.0008477134,0.0006491698,0.001098164],"domain_scores_gemma":[0.9983836,0.0000444464,0.0001645861,0.001039312,0.000004241392,0.0003637465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000432997,0.0003260203,0.7011768,5.659307e-7,0.000001796234,7.48515e-7,0.0005797705,0.0000815743,0.2902827,0.0002712364,0.001044249,0.006230281],"study_design_scores_gemma":[0.0001786807,0.00009315954,0.8614945,0.000002101552,0.000009236618,0.00004150508,0.001104016,0.0003023409,0.02708702,0.0005636839,0.1088444,0.0002793584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936347,0.00006786724,0.0001635853,0.002130038,0.0005594545,0.0003656601,0.000005920811,0.0002355493,0.002837251],"genre_scores_gemma":[0.9955121,0.000005267924,0.002895155,0.0003772568,0.00007508549,0.00008139685,0.0000212722,0.00002064737,0.001011812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2631957,"threshold_uncertainty_score":0.9979758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009503124585951076,"score_gpt":0.2396023297908923,"score_spread":0.2300992052049412,"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."}}