{"id":"W4411617319","doi":"10.51847/duzzjum","title":"10.51847/duZzjUm","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Agricultural and Environmental Management","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mangrove; Mangrove ecosystem; Forest management; Forest ecology; Geography; Ecosystem; Environmental science; Agroforestry; Environmental resource management; Forestry; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003976533,0.0008146717,0.0003687225,0.00174042,0.001060867,0.002554228,0.0007970895,0.001670205,0.9061659],"category_scores_gemma":[0.0009180973,0.0002614407,0.0003189803,0.001422453,0.0005379987,0.001806174,0.001786815,0.0008179858,0.8812969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009500333,"about_ca_system_score_gemma":0.0005028723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003206384,"about_ca_topic_score_gemma":0.003148817,"domain_scores_codex":[0.9997253,0.00004211045,0.00002168165,0.00008192368,0.0000822193,0.00004679945],"domain_scores_gemma":[0.999483,0.0001142639,0.00003572828,0.000083921,0.0001420749,0.000141011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001871496,0.0002178106,0.002596099,0.0003313858,0.0000112633,0.0001879651,0.0002157362,0.0002236906,0.001649188,0.007489675,0.2056836,0.7812065],"study_design_scores_gemma":[0.00003357659,0.00004719617,0.001917636,0.0001439492,0.000007917408,0.0002947359,0.0002244331,0.0002748923,0.0003931295,0.001161648,0.9954899,0.00001110095],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003289051,0.001187975,0.001602283,0.001347536,0.0005768064,0.00009860778,0.001166615,0.001349541,0.9893816],"genre_scores_gemma":[0.01172695,0.0008082374,0.001573153,0.0006604091,0.00009652517,0.00007547415,0.0008198914,0.0001691722,0.9840702],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0938341,"threshold_uncertainty_score":0.1338429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005837823373986304,"score_gpt":0.1762288690103119,"score_spread":0.1703910456363256,"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."}}