{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001507617,0.0001446295,0.0004646928,0.000347906,0.00007414223,0.00005093952,0.0002764256,0.0001307692,0.00001631075],"category_scores_gemma":[0.0002360567,0.0001346923,0.00003479321,0.0005169207,0.0001162515,0.0002348005,0.0001653382,0.0002600085,0.000001560943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001960725,"about_ca_system_score_gemma":0.0001306834,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009281168,"about_ca_topic_score_gemma":0.05370645,"domain_scores_codex":[0.9981475,0.0005904061,0.0006490232,0.0001681683,0.0001866812,0.0002582106],"domain_scores_gemma":[0.9985301,0.0007355339,0.0001663868,0.0001957319,0.0003448146,0.00002740895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02129908,0.003444492,0.4998224,0.003207159,0.0001874967,0.00006698284,0.2347862,0.1912634,0.01656766,0.01584544,0.0001379371,0.01337181],"study_design_scores_gemma":[0.004289936,0.001795477,0.0984119,0.009548694,0.0001070661,0.000003983376,0.167811,0.6965907,0.02022278,0.0008795166,0.00008960217,0.0002494356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934295,0.0005570566,0.002986543,0.0003292877,0.00006229863,0.001580628,0.0001166778,7.6272e-7,0.0009372668],"genre_scores_gemma":[0.9996986,0.00003302886,0.0001082003,0.00003170554,0.000004587374,0.00002056144,0.00004870588,0.000007010789,0.00004764316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5053273,"threshold_uncertainty_score":0.9973161,"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."}}