{"id":"W6942324196","doi":"10.14288/1.0045234","title":"Branchlines. Volume 7, number 3","year":2012,"lang":"en","type":"article","venue":"Open Collections","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Appeal; Water resources; Forest management; Volume (thermodynamics); Hydrology (agriculture)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005273864,0.00005798207,0.00005766081,0.00002206475,0.0003592724,0.000278252,0.0001099412,0.00002601918,0.0067637],"category_scores_gemma":[0.000006186081,0.00006107138,0.00002096408,0.0005422803,0.000009615534,0.0002474698,0.00005234091,0.00003399178,0.0005796318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004338121,"about_ca_system_score_gemma":0.000005597832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002164633,"about_ca_topic_score_gemma":0.0003494702,"domain_scores_codex":[0.999655,0.00000681839,0.00008245764,0.00005338387,0.00005046372,0.0001518783],"domain_scores_gemma":[0.9997892,0.000004596475,0.000007335141,0.0001182956,0.00001674388,0.00006376178],"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":[9.885762e-7,0.00002840992,0.001761196,0.000005790522,0.00001873351,1.373953e-7,0.00003428111,0.0005508879,0.00001085221,0.0007432802,0.9964437,0.0004017432],"study_design_scores_gemma":[0.0001587814,0.000002872897,0.002048682,0.000002993844,0.000008328399,0.000004008892,0.00003752248,0.003584252,0.0001224033,0.00008837756,0.9938555,0.00008629023],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004331346,0.00003084831,0.007180598,0.00005567487,0.0009425355,0.0002292149,0.000006505041,0.0001961719,0.9909253],"genre_scores_gemma":[0.3344394,0.00002673193,0.001117367,0.00009622516,0.0001173933,0.0001054202,0.00001250907,0.0000205988,0.6640643],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3340062,"threshold_uncertainty_score":0.9941443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136119782916019,"score_gpt":0.2389952442248202,"score_spread":0.2253832659332183,"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."}}