{"id":"W4206501483","doi":"10.13031/ja.14582","title":"Dry Bean (<i>Phaseolus vulgaris</i> L.) Crop Water Production Functions and Yield Response Factors in an Arid to Semi-Arid Climate","year":2022,"lang":"en","type":"article","venue":"Journal of the ASABE","topic":"Plant pathogens and resistance mechanisms","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Irrigation; Phaseolus; Agronomy; Evapotranspiration; Environmental science; Water content; Crop; Arid; Yield (engineering); Dry bean; Deficit irrigation; Crop yield; Randomized block design; Soil water; Semi-arid climate; Moisture stress; Irrigation management; Soil science; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.001002342,0.00009106298,0.0001423174,0.00003227487,0.0005263538,0.00005139811,0.0002192493,0.00003401535,0.0001210997],"category_scores_gemma":[0.00006656409,0.00002716364,0.00007307118,0.0001952545,0.00001988207,0.000126709,0.0001433236,0.0002717961,0.000001829287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005372588,"about_ca_system_score_gemma":0.0000095378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003787859,"about_ca_topic_score_gemma":0.0007744147,"domain_scores_codex":[0.9989216,0.0002358832,0.0002413335,0.0001510723,0.0002377671,0.0002123545],"domain_scores_gemma":[0.9996282,0.0000631665,0.0001174202,0.00006353564,0.00004038311,0.00008727534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006502789,0.00009037058,0.01240704,0.000001660236,0.000005928705,0.00001566261,0.0002788694,0.000432512,0.9849893,0.000003458976,0.0004785751,0.0006462917],"study_design_scores_gemma":[0.0004108,0.002746804,0.6509117,0.00008229347,0.0000692761,0.0003321513,0.007341312,0.00006684691,0.3006981,0.0004596378,0.0364608,0.0004202569],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948913,0.00004955766,0.000004053039,0.00401612,0.0008054674,0.0001183661,0.00008057347,0.000008087039,0.00002649169],"genre_scores_gemma":[0.9988581,0.00001804657,0.00001411207,0.0002390082,0.0001673196,0.000003823568,0.000005764582,0.000001196494,0.0006926191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6842912,"threshold_uncertainty_score":0.4048341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02041720480683159,"score_gpt":0.2146798813924808,"score_spread":0.1942626765856492,"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."}}