{"id":"W4232261239","doi":"10.1088/1755-1315/595/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forestry; China; Forest ecology; Community forestry; Geography; Forest management; Political science; Czech; Ecosystem; Ecology; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.001443338,0.0009203312,0.0007451664,0.002142994,0.00311305,0.004592126,0.00161057,0.001597642,0.6358794],"category_scores_gemma":[0.006875131,0.0003153302,0.0006113109,0.002094738,0.000684189,0.003631948,0.002965035,0.002713173,0.4509847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001892069,"about_ca_system_score_gemma":0.00319635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004434675,"about_ca_topic_score_gemma":0.00517418,"domain_scores_codex":[0.9988683,0.0001547704,0.00008466918,0.0002246815,0.0005281505,0.0001395036],"domain_scores_gemma":[0.9967368,0.0004125887,0.000116117,0.0003740679,0.001722608,0.0006377439],"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":[0.00002714425,0.00001889545,0.000106659,0.000091237,0.000001937916,0.00004631928,0.0001109224,0.00003208152,0.00009687781,0.004358163,0.9586512,0.03645863],"study_design_scores_gemma":[0.000002557703,0.000007921478,0.0001999001,0.00005597424,7.36364e-7,0.00003155438,0.00008505434,0.00001018448,0.00003200388,0.0007815196,0.9987904,0.00000230187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001240328,0.004277203,0.003006263,0.01357838,0.06266788,0.0005206341,0.01217698,0.001375401,0.901157],"genre_scores_gemma":[0.004488608,0.002456318,0.00154516,0.003354118,0.007282656,0.0002569849,0.01065723,0.0007445042,0.9692144],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6358794,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205158974150606,"score_gpt":0.1762104609445689,"score_spread":0.1641588712030629,"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."}}