{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005483681,0.0008461149,0.0005096865,0.001410979,0.001578598,0.004224641,0.0007828675,0.00139405,0.7722398],"category_scores_gemma":[0.001980057,0.0003978208,0.0004318579,0.002169184,0.0003536914,0.001767793,0.001538729,0.001813085,0.6896845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007590906,"about_ca_system_score_gemma":0.001353499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003437985,"about_ca_topic_score_gemma":0.009838637,"domain_scores_codex":[0.9994156,0.00005173514,0.00002571506,0.0001101238,0.0003204761,0.0000763077],"domain_scores_gemma":[0.9981025,0.0002031716,0.00007217253,0.000176708,0.0008206764,0.00062476],"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":[0.00001413404,0.00002021785,0.0001336474,0.00003018003,7.570317e-7,0.00001390646,0.00001036759,0.00001286999,0.0001113405,0.0004648802,0.9685994,0.03058827],"study_design_scores_gemma":[0.000007014819,0.00001151693,0.0005510179,0.00004634062,8.466876e-7,0.00002030648,0.00002687491,0.00002773915,0.00003930159,0.000181875,0.9990845,0.000002625926],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007396174,0.001590703,0.0004107769,0.004387721,0.009030252,0.0001409188,0.002563481,0.0009959606,0.9801406],"genre_scores_gemma":[0.0008640559,0.0005807484,0.0001305305,0.001038224,0.000816586,0.00002702875,0.001240343,0.0001663011,0.9951362],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7722398,"threshold_uncertainty_score":0.3248723,"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."}}