{"id":"W4382814039","doi":"10.31219/osf.io/sk7wn","title":"Tata Kelola Taman Hutan Raya Nipa-Nipa","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Agricultural and Environmental Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Forestry; Sustainability; Vegetation (pathology); Limiting; Geography; Environmental resource management; Environmental planning; Business; Ecology; Environmental science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004286229,0.0002468494,0.0002467978,0.00005047526,0.0004714839,0.000197836,0.0007675072,0.0002378057,0.002399562],"category_scores_gemma":[0.00003187775,0.0001783734,0.0001734758,0.000172857,0.0002091372,0.0001143632,0.001818652,0.0003396902,0.003421222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002987807,"about_ca_system_score_gemma":0.00002845982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01670361,"about_ca_topic_score_gemma":0.008527403,"domain_scores_codex":[0.9979768,0.0001146153,0.0002535938,0.000576133,0.0006210188,0.0004578559],"domain_scores_gemma":[0.9993159,0.0000450619,0.0001177399,0.0003268125,0.00001413624,0.0001803622],"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":[0.00002228122,0.0003466819,0.0145796,0.0002827896,0.0004513125,0.0001644697,0.0200482,0.001270036,0.0002111254,0.07714142,0.8381549,0.04732726],"study_design_scores_gemma":[0.0002086181,0.0000382045,0.1156442,0.0001170366,0.0001055152,4.950077e-7,0.03080332,0.00006570711,0.00004731618,0.02370869,0.828239,0.001021822],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1666663,0.0001578472,0.0003653057,0.03241317,0.003787058,0.001645682,0.00006173411,0.00127543,0.7936274],"genre_scores_gemma":[0.5804744,0.001135228,0.0005069308,0.0004677855,0.0008270398,0.00009881258,0.0001689639,0.00002443207,0.4162964],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4138081,"threshold_uncertainty_score":0.9985124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0874475132638968,"score_gpt":0.3204904190158532,"score_spread":0.2330429057519564,"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."}}