{"id":"W6923902904","doi":"10.14288/1.0412916","title":"Business ecosystems to provide incentives and opportunities for sustainable and resilient livelihoods in forest landscapes","year":2022,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livelihood; Government (linguistics); Incentive; Business ecosystem; Citizen journalism; Sustainability; Local government; Psychological resilience; Ecoforestry","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":[],"consensus_categories":[],"category_scores_codex":[0.0002853446,0.00004438838,0.0002327638,0.0001427884,0.0002327101,0.00006990888,0.0001351177,0.00005822622,0.00002034863],"category_scores_gemma":[0.00007048208,0.0001532383,0.00002055639,0.0002575668,0.00005544892,0.0002520449,0.0002664393,0.00009389949,1.717342e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002534224,"about_ca_system_score_gemma":0.0001201097,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0415571,"about_ca_topic_score_gemma":0.2736607,"domain_scores_codex":[0.9992285,0.00004819373,0.0001140655,0.0002183475,0.00009070592,0.0003001633],"domain_scores_gemma":[0.9995499,0.00008773428,0.00003910666,0.00009416788,0.0001434102,0.00008569291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004195092,0.0003910288,0.1522875,0.00596376,0.0002329126,0.003921864,0.006021358,0.06664776,0.0001367115,0.0002441563,0.03352695,0.7302065],"study_design_scores_gemma":[0.001805734,0.0002187352,0.8609143,0.00007558343,0.00002211974,0.00006065317,0.1082406,0.007889943,4.324692e-7,0.0003143402,0.02021558,0.0002419028],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979072,0.0003358268,0.0001552355,0.0002039876,0.00007830124,0.0008266543,0.00009253369,0.00005290299,0.0003473263],"genre_scores_gemma":[0.9987732,0.00009984401,0.00007146228,0.00001523314,0.00001729552,0.00002014532,0.00001528946,0.00001616028,0.0009713668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7299646,"threshold_uncertainty_score":0.9648253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01137623444744917,"score_gpt":0.1708338785005521,"score_spread":0.1594576440531029,"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."}}