{"id":"W3037180553","doi":"10.3390/d12060257","title":"Conservation Lessons from the Study of North American Boreal Birds at Their Southern Periphery","year":2020,"lang":"en","type":"article","venue":"Diversity","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Ornithological Society","keywords":"Threatened species; Boreal; Geography; Taiga; Ecology; Climate change; Abundance (ecology); Global warming; Population; Forestry; Biology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003420902,0.00005775757,0.00008127478,0.000002183831,0.0002731606,0.000006988491,0.0002149802,0.000008694173,0.005164152],"category_scores_gemma":[0.00001304341,0.00004107258,0.00003253476,0.0001719671,0.000192318,0.00003646087,0.0007358933,0.00004282528,0.0002758851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001174829,"about_ca_system_score_gemma":0.000001976591,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0273234,"about_ca_topic_score_gemma":0.05080007,"domain_scores_codex":[0.9995026,0.00004552041,0.00005913471,0.000138766,0.0001720275,0.00008197536],"domain_scores_gemma":[0.999725,0.0000299928,0.00006951786,0.0001196078,0.000007169074,0.00004871294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003272067,0.00007597489,0.9790064,4.376346e-7,0.00001196655,0.000001062819,0.01445811,0.000005323215,0.00008104737,0.000002143758,0.005304406,0.001020462],"study_design_scores_gemma":[0.0001885627,0.00006169442,0.9432171,2.932991e-7,0.00001345717,4.849122e-8,0.05378747,0.00004871018,0.00004041165,0.000001142777,0.002596003,0.00004511526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957869,0.000002686091,0.000006321967,0.002110464,0.00001944862,0.0001049421,0.0008711415,0.00002304616,0.001075054],"genre_scores_gemma":[0.9989315,0.000007126727,0.000001813676,0.0009517165,0.00001136153,0.000001123168,0.00007201992,0.000002462243,0.00002083929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03932935,"threshold_uncertainty_score":0.9957452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05987171613228943,"score_gpt":0.2324134227236074,"score_spread":0.172541706591318,"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."}}