{"id":"W4251564923","doi":"10.5558/tfc84005-1","title":"Perspective","year":2008,"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":[0.001235164,0.0004614686,0.0003185749,0.0005809256,0.003764575,0.005644111,0.0009347471,0.007473079,0.1402435],"category_scores_gemma":[0.003224665,0.0001342946,0.0003921348,0.0005256683,0.002556817,0.003468458,0.00211597,0.006390494,0.03288254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002668456,"about_ca_system_score_gemma":0.00579429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01043468,"about_ca_topic_score_gemma":0.03231113,"domain_scores_codex":[0.9988569,0.0001737834,0.00002175073,0.0002453596,0.0004162641,0.0002859098],"domain_scores_gemma":[0.9989418,0.0001757489,0.00004558009,0.00009355682,0.0003908841,0.0003524525],"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":[0.000020411,0.00003325954,0.000246065,0.00006398716,0.000003978178,0.0001019964,0.0002279811,0.00003856608,0.0001654063,0.1632719,0.7951813,0.04064524],"study_design_scores_gemma":[0.00000290456,0.000005494913,0.0001552879,0.00007755269,0.000001512155,0.000047208,0.0002448317,0.000008174943,0.00004174765,0.01260112,0.9868116,0.000002657693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001297,0.0130831,0.000793147,0.2454952,0.02233329,0.0000181973,0.0002236666,0.0000596877,0.7166967],"genre_scores_gemma":[0.03474551,0.01300846,0.0006749458,0.2001053,0.01028809,0.00003796407,0.0002094718,0.00005425375,0.740876],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1402435,"threshold_uncertainty_score":0.4691612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02404751291202207,"score_gpt":0.2711615066842213,"score_spread":0.2471139937721992,"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."}}