{"id":"W4254233821","doi":"10.21203/rs.2.19908/v1","title":"The Effect of Probe Geometry on Rind Puncture Resistance Testing of Maize Stalks","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Crop Yield and Soil Fertility","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"New York University Abu Dhabi; York University; U.S. Department of Agriculture; National Institute of Food and Agriculture; National Science Foundation","keywords":"Resistance (ecology); Geometry; Agricultural engineering; Mathematics; Horticulture; Agronomy; Biology; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002862948,0.0008180517,0.0004786083,0.0009147867,0.0002522707,0.0009578153,0.000557508,0.0007768706,0.0009431869],"category_scores_gemma":[0.01369298,0.0003101536,0.0006504705,0.0006586456,0.000595396,0.0008978153,0.0008389621,0.0004278129,0.0004000144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004417666,"about_ca_system_score_gemma":0.0002629789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000823994,"about_ca_topic_score_gemma":0.001304459,"domain_scores_codex":[0.9967325,0.001059196,0.0002578961,0.0005571703,0.001237121,0.0001561435],"domain_scores_gemma":[0.9868883,0.006468413,0.002725411,0.001020333,0.002586032,0.000311535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003191617,0.0002000117,0.08617073,0.0009386058,0.0002292293,0.0004488672,0.0005685637,0.007064226,0.8445303,0.0001734047,0.0002875791,0.05619691],"study_design_scores_gemma":[0.00005146283,0.0116366,0.3876303,0.0001361207,0.0004883393,0.001326379,0.0008944555,0.01641373,0.5780327,0.0004188842,0.002805697,0.0001654374],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868983,0.001106036,0.01081686,0.00006019454,0.00004078081,0.00008432793,0.0002890184,0.0001697422,0.0005345418],"genre_scores_gemma":[0.9916984,0.0003175384,0.007422952,0.00005660601,0.00001381953,0.00003538822,0.0002177277,0.00003335938,0.0002042473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002862948,"threshold_uncertainty_score":0.01514089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07772917328963788,"score_gpt":0.3427803508550742,"score_spread":0.2650511775654364,"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."}}