{"id":"W7054565629","doi":"","title":"Agronomy of Durum Wheat\\nProduction","year":2012,"lang":"en","type":"book-chapter","venue":"UniTERAMO Research Catalog (University of Teramo)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hectare; Crop; Tillage; Yield (engineering); Agriculture; Crop yield; Food security; Cultivar","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003752997,0.0002235183,0.000355163,0.0007777712,0.0001555649,0.0000195287,0.0005463875,0.0002948235,0.001051673],"category_scores_gemma":[0.000009035179,0.0002815719,0.0001540887,0.0001851092,0.0004715738,0.000333509,0.0001886214,0.0007053727,0.0003115307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001740022,"about_ca_system_score_gemma":0.00006642513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000276516,"about_ca_topic_score_gemma":0.00007461816,"domain_scores_codex":[0.9986571,0.00003736137,0.0002073393,0.0002804319,0.0004440371,0.0003737041],"domain_scores_gemma":[0.9985037,0.00009388378,0.00008947834,0.000732729,0.0004031382,0.0001770105],"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":[0.0003323122,0.0005793697,0.0004418577,0.005578985,0.002084688,0.0001290914,0.0108905,0.000841452,0.02589371,0.3052547,0.456025,0.1919483],"study_design_scores_gemma":[0.0004711199,0.00009959128,0.0003514712,0.0004011185,0.0000966864,0.000009417867,0.0003073527,0.0002874032,0.001776709,0.005892034,0.989841,0.0004660496],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01453689,0.004056106,0.003174462,0.0006796602,0.0003611518,0.001643589,0.001432559,0.0003819614,0.9737336],"genre_scores_gemma":[0.4221539,0.001602355,0.001789893,0.000008344105,0.000264869,0.00000278489,0.001999573,0.0001173555,0.5720609],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5338161,"threshold_uncertainty_score":0.9999636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04599892097678276,"score_gpt":0.2370473772770271,"score_spread":0.1910484563002443,"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."}}