{"id":"W7131392999","doi":"10.71916/jrnr.2025.1226583","title":"Quantitative Modeling of Saqez Yield Prediction in Pistacia atlantica and Its Contribution to Sustainable Livelihoods of Local Communities in the Forests of Sardasht County in Northern Zagros","year":2025,"lang":"fa","type":"article","venue":"Open MIND","topic":"Nuts composition and effects","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Catalan; Bulgarian; Portuguese; Yield (engineering); Livelihood; Arabic; German","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":[0.000586644,0.000383201,0.0003384496,0.0005810302,0.0005364336,0.00125095,0.0007879505,0.0005599898,0.001446992],"category_scores_gemma":[0.001030106,0.0003131886,0.0009370976,0.0005980546,0.0004188115,0.0003369735,0.0003965336,0.0004110918,0.0001541345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003463146,"about_ca_system_score_gemma":0.001593583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3838056,"about_ca_topic_score_gemma":0.3098629,"domain_scores_codex":[0.9998283,0.00003380619,0.0000120739,0.00004629395,0.00002820863,0.00005123032],"domain_scores_gemma":[0.9995808,0.0002000736,0.00005803464,0.00002135063,0.0001045631,0.00003508061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001490755,0.0001144016,0.2321385,0.0000660562,0.0001159106,0.0003291898,0.0002304396,0.7543166,0.004138689,0.0007935537,0.0004696566,0.007137976],"study_design_scores_gemma":[0.00001094397,0.00003974266,0.09181489,0.0000108265,0.00003611853,0.00002519196,0.0005956499,0.9062015,0.0006306502,0.0002732215,0.0003457264,0.00001555191],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966316,0.00004393167,0.001313278,0.0001288017,0.000005421813,0.00001273024,0.0005405834,0.00004613854,0.001277562],"genre_scores_gemma":[0.9982027,0.00003280284,0.0006420427,0.000008271361,0.000001712997,0.00001185088,0.0004053402,0.000007154888,0.0006880973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3838056,"threshold_uncertainty_score":0.7631432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03151010049809619,"score_gpt":0.3202298966134752,"score_spread":0.288719796115379,"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."}}