{"id":"W6957929902","doi":"10.60692/1vsc4-jjz49","title":"The number of tree species on Earth","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Concordia University; Lakehead University","funders":"","keywords":"Biome; Species richness; Biodiversity; Global biodiversity; Tree (set theory); Vulnerability (computing); Endemism; Distribution (mathematics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004427347,0.00007549862,0.00009667705,0.00008744699,0.0004236767,0.0001486722,0.0005939421,0.00001744054,0.00001086861],"category_scores_gemma":[0.000009522911,0.00005278374,0.00005039714,0.0002878573,0.00001924679,0.0002590007,0.0002242716,0.000078452,0.0001085631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003763915,"about_ca_system_score_gemma":0.00002438574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001589402,"about_ca_topic_score_gemma":2.289657e-8,"domain_scores_codex":[0.9989869,0.00009995428,0.0003435631,0.00008154611,0.0003642348,0.000123818],"domain_scores_gemma":[0.9991804,0.00001916218,0.0002582399,0.0004333341,0.00008454118,0.00002434616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001315384,0.00001774874,0.0654375,0.0001874666,0.0001038984,0.000005922476,0.1662039,0.07376803,0.0000029818,0.669017,0.008673443,0.01645057],"study_design_scores_gemma":[0.001924135,0.0004317892,0.08155721,0.0001388097,0.00001524142,0.0002161414,0.0157099,0.8082034,0.005079933,0.0001362607,0.08576223,0.0008249191],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03086861,0.000001940366,0.869795,0.0001933425,0.0005191694,0.0002283275,0.00001707939,0.0005603681,0.09781615],"genre_scores_gemma":[0.9944617,1.101413e-7,0.004284095,0.0001136387,0.00001695969,0.00003244616,0.000002072473,0.000002581056,0.001086351],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9635931,"threshold_uncertainty_score":0.3258621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02707907974254209,"score_gpt":0.21711861521659,"score_spread":0.1900395354740479,"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."}}