{"id":"W2911230029","doi":"10.1101/548982","title":"ICONIC MANAKINS AND DESPICABLE GRACKLES: COMPARING BIRD-RELATED CULTURAL ECOSYSTEM SERVICES ACROSS BIRDWATCHERS, FARMERS, AND URBANITES IN NORTHWESTERN COSTA RICA","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Animal and Plant Science Education","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Killam Trusts; U.S. Forest Service; National Geographic Society","keywords":"Geography; Stakeholder; Socioeconomics; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006717058,0.0005648838,0.0007217656,0.0002524259,0.00022929,0.0004982101,0.0005399029,0.0005987411,0.00004583342],"category_scores_gemma":[0.00001797167,0.0005390055,0.00007057525,0.0005641967,0.0001583788,0.0003654155,0.0004411692,0.0008159128,0.0002266592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001876244,"about_ca_system_score_gemma":0.0001386265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004046419,"about_ca_topic_score_gemma":0.001456301,"domain_scores_codex":[0.9967812,0.0002118584,0.0006535443,0.00130818,0.0002476339,0.0007975593],"domain_scores_gemma":[0.9982146,0.0001347735,0.0005375094,0.000676033,0.0001770004,0.0002600586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004558284,0.0001039872,0.9878011,0.0005755514,0.0001137803,0.00002889084,0.001300851,0.00004357707,0.009687936,0.0002477932,0.00004615352,0.000004809508],"study_design_scores_gemma":[0.0007141624,0.00006563128,0.9936367,0.0007110054,0.00006615672,4.034117e-7,0.001166672,0.0009209677,0.0003520876,0.000002108554,0.001661093,0.0007029883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935148,0.003638177,0.00001914452,0.0001175887,0.001354096,0.0008131774,0.0002155938,0.0003025102,0.00002493909],"genre_scores_gemma":[0.9989499,0.0004413715,0.0001873579,0.0001016892,0.0001180189,0.00008998703,0.000002238578,0.00008755927,0.00002190441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009335849,"threshold_uncertainty_score":0.9997061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02166846243750815,"score_gpt":0.2637933298639088,"score_spread":0.2421248674264007,"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."}}