{"id":"W6977720241","doi":"10.6084/m9.figshare.20481627","title":"ESA/CSEE Aug 2022 OOS23-2 Forecasting Cumulative Effects in the James Bay Lowlands","year":2022,"lang":"en","type":"other","venue":"Figshare","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bay; Cumulative effects; Vegetation (pathology); Resource (disambiguation); Wildlife","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":[0.0009212155,0.0006308862,0.0003144775,0.0004706745,0.000725743,0.001583076,0.0008958081,0.0005515158,0.1286422],"category_scores_gemma":[0.00151102,0.0003256556,0.000528185,0.0007388414,0.0001965472,0.000690201,0.0005960694,0.0005803541,0.03387475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002563359,"about_ca_system_score_gemma":0.00391965,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.701651,"about_ca_topic_score_gemma":0.8250545,"domain_scores_codex":[0.999833,0.00001699922,0.00000346417,0.00001792742,0.0001043619,0.0000242268],"domain_scores_gemma":[0.9992051,0.00006654032,0.00001526767,0.00006463427,0.0005011371,0.0001474542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002514811,0.00007315259,0.00441542,0.00006955344,0.00001952689,0.000043988,0.00005584769,0.0123456,0.001329821,0.000681328,0.9384081,0.04230629],"study_design_scores_gemma":[0.0004460869,0.0002479485,0.03557191,0.0002024369,0.00006381839,0.00003301427,0.0006305159,0.1142484,0.004082201,0.002178851,0.8422167,0.00007807912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05247623,0.0006624867,0.03571306,0.005457526,0.001650621,0.001488161,0.3297887,0.03645301,0.5363102],"genre_scores_gemma":[0.1809682,0.0009979949,0.0616418,0.0007114295,0.0001820961,0.0007185255,0.2342892,0.006091842,0.5143989],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.298349,"threshold_uncertainty_score":0.6002121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02105647717642897,"score_gpt":0.222802920750934,"score_spread":0.2017464435745051,"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."}}