{"id":"W3173548476","doi":"10.1145/3466152","title":"'Everything in the forest is the forest'","year":2021,"lang":"en","type":"article","venue":"interactions","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sustainability; Diversity (politics); Geography; Sociology; Environmental resource management; Computer science; Ecology; Environmental science; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006317911,0.001261596,0.0007391481,0.0008375423,0.004257618,0.0115538,0.001756677,0.006661402,0.007003102],"category_scores_gemma":[0.01567036,0.0004019655,0.0005609711,0.001025832,0.008344356,0.01164186,0.003111676,0.01758444,0.003330169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002099531,"about_ca_system_score_gemma":0.003462413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003467741,"about_ca_topic_score_gemma":0.01266972,"domain_scores_codex":[0.995477,0.001854276,0.0001845403,0.0004978718,0.001740151,0.0002460913],"domain_scores_gemma":[0.9899824,0.007267836,0.0003308591,0.0002999428,0.001351274,0.0007676379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001250263,0.000005655374,0.00007322295,0.0001119817,0.000004314889,0.00006645296,0.001050062,0.00002736191,0.00009084828,0.0202172,0.9589875,0.01935285],"study_design_scores_gemma":[0.000003342446,0.000007336916,0.00007108718,0.0001214466,0.000002676132,0.000164271,0.0008297043,0.00003877344,0.00007780871,0.004642547,0.9940334,0.000007580304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0002957627,0.03556173,0.002881438,0.6198496,0.3301804,0.00001197669,0.00002963074,0.0001400053,0.01104943],"genre_scores_gemma":[0.01614266,0.0470585,0.004334129,0.5399128,0.2413002,0.00007810406,0.00006154628,0.0004197322,0.1506926],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0115538,"threshold_uncertainty_score":0.03341269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03589808514489236,"score_gpt":0.2735933838919877,"score_spread":0.2376952987470953,"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."}}