{"id":"W4234491773","doi":"10.5558/tfc86293-3","title":"Perspective","year":2010,"lang":"en","type":"article","venue":"The Forestry Chronicle","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001271348,0.0004809407,0.0003243527,0.0005810518,0.003695542,0.005632794,0.000957756,0.007711054,0.1369032],"category_scores_gemma":[0.00338862,0.0001328739,0.0004017795,0.0005357627,0.00260391,0.003557685,0.002164608,0.006514634,0.03281319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002674259,"about_ca_system_score_gemma":0.005822879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01007011,"about_ca_topic_score_gemma":0.03212004,"domain_scores_codex":[0.9988208,0.0001815027,0.0000230494,0.0002500062,0.0004291036,0.0002954619],"domain_scores_gemma":[0.998879,0.0001857299,0.00004834843,0.00009741861,0.0004110009,0.0003784857],"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":[0.00002223802,0.00003422844,0.000249892,0.0000703707,0.00000437794,0.0001102788,0.0002205487,0.0000395505,0.0001721518,0.1536282,0.8031685,0.04227972],"study_design_scores_gemma":[0.000003062534,0.000005744009,0.0001519386,0.00008111564,0.000001598003,0.00005107529,0.0002417243,0.000007822483,0.00004204642,0.01244043,0.9869709,0.000002704481],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001313202,0.01519299,0.0008428102,0.2677564,0.02562312,0.00001865928,0.0002354309,0.00006190078,0.6889555],"genre_scores_gemma":[0.0360619,0.01529196,0.0007167834,0.2238265,0.01217281,0.00004018757,0.0002212917,0.00005715729,0.7116116],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1369032,"threshold_uncertainty_score":0.4579869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01189374083637924,"score_gpt":0.2744020393420373,"score_spread":0.2625082985056581,"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."}}