{"id":"W4244776020","doi":"10.5558/tfc81181-2","title":"PERSPECTIVE","year":2005,"lang":"en","type":"article","venue":"The Forestry Chronicle","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Geography; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001100387,0.0005215928,0.0004557119,0.0005822631,0.005927854,0.00511199,0.001071575,0.006334043,0.2312495],"category_scores_gemma":[0.003343991,0.0002154112,0.0005246396,0.0009211519,0.001470916,0.002242512,0.001768384,0.006287077,0.05400596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01063055,"about_ca_system_score_gemma":0.03271519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3945314,"about_ca_topic_score_gemma":0.6397405,"domain_scores_codex":[0.9985304,0.00009863869,0.00002807179,0.000204806,0.0006329747,0.0005049889],"domain_scores_gemma":[0.9981456,0.00009716094,0.00004309262,0.00006257693,0.001058067,0.000593556],"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":[0.000009349495,0.000008362438,0.000163369,0.00004757924,0.000002353984,0.00005026011,0.00009076531,0.00001114374,0.00005775852,0.0113242,0.9757127,0.01252221],"study_design_scores_gemma":[0.000001631856,0.000001760332,0.0002429073,0.00005667309,0.000001109723,0.00002224191,0.0001560091,0.000001944289,0.00001477139,0.000553101,0.9989454,0.000002471661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007546155,0.01393203,0.0002302046,0.2946313,0.02046822,0.00004858545,0.002376385,0.00007210088,0.6674865],"genre_scores_gemma":[0.008861662,0.0145448,0.0003174533,0.1797035,0.003565932,0.00004737875,0.0009819012,0.00005794656,0.7919195],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7687505,"threshold_uncertainty_score":0.7844699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009557277391765283,"score_gpt":0.2466655245829221,"score_spread":0.2371082471911568,"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."}}