{"id":"W4232531525","doi":"10.3410/f.2458956.2097054","title":"Faculty Opinions recommendation of The many faces of ecosystem-based management: Making the process work today in real places.","year":2010,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Process (computing); Work (physics); Ecosystem; Work in process; Computer science; Environmental resource management; Data science; Knowledge management; Process management; Business; Environmental science; Ecology; Engineering; Biology; Marketing; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00185337,0.002126608,0.001249293,0.003133683,0.0008165809,0.003079895,0.002851839,0.002330219,0.05164453],"category_scores_gemma":[0.01058252,0.0005711325,0.001389931,0.00482191,0.0003625515,0.001641485,0.001756868,0.00204553,0.07388938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001888284,"about_ca_system_score_gemma":0.003355633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03833139,"about_ca_topic_score_gemma":0.1166167,"domain_scores_codex":[0.9988486,0.0002082718,0.0001423119,0.0002930039,0.0003484871,0.000159363],"domain_scores_gemma":[0.9960538,0.0008793718,0.0003716031,0.0009200703,0.001218836,0.0005562211],"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":[0.00004128205,0.00001926975,0.001278538,0.0002131861,0.00001520669,0.000008164206,0.000009846277,0.0001385476,0.00004158595,0.0001735995,0.9954372,0.002623624],"study_design_scores_gemma":[0.0002113985,0.00002018113,0.008233432,0.0002634588,0.00004809077,0.00004647667,0.00008267146,0.001440335,0.000378164,0.001158432,0.9880855,0.00003175025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005173038,0.0001235684,0.0001421605,0.0004549526,0.0001218139,0.00002556329,0.9957358,0.0004512426,0.002427481],"genre_scores_gemma":[0.00120307,0.0001182679,0.0005409936,0.0001475014,0.00003010941,0.00005264864,0.9950317,0.00005611868,0.002819534],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05164453,"threshold_uncertainty_score":0.1727682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08294672935550079,"score_gpt":0.4286765957648159,"score_spread":0.3457298664093151,"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."}}