{"id":"W3216703388","doi":"10.82308/53407","title":"Development of equipment to characterize soil attributes in different agricultural settings","year":2020,"lang":"en","type":"article","venue":"Open MIND","topic":"Crop Yield and Soil Fertility","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Business; Agricultural engineering; Environmental science; Environmental resource management; Engineering; Geography","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":[0.0007959575,0.0007422228,0.0005398145,0.001287149,0.0002757099,0.0004289486,0.00137902,0.0007200941,0.003887317],"category_scores_gemma":[0.001355978,0.0004222713,0.0004078533,0.001154719,0.0001950879,0.0008988891,0.0006892902,0.0004672483,0.001643223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002501238,"about_ca_system_score_gemma":0.000517236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001700029,"about_ca_topic_score_gemma":0.003396387,"domain_scores_codex":[0.9994209,0.00005044379,0.00004247809,0.0001949402,0.0002408993,0.00005029852],"domain_scores_gemma":[0.9991965,0.0001872086,0.00007977524,0.0001164064,0.0003711919,0.00004896508],"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":[0.0002225484,0.0002267373,0.03520732,0.0007162446,0.00006805741,0.0002338017,0.0003186968,0.002307845,0.6540613,0.0008516142,0.00307567,0.3027102],"study_design_scores_gemma":[0.0001092516,0.002133198,0.225175,0.0002525627,0.0003049165,0.001644058,0.001093099,0.07653127,0.6378282,0.002530438,0.05221028,0.0001877345],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2431184,0.0005021633,0.7392846,0.0001569853,0.0001634964,0.001471235,0.004119355,0.005520397,0.005663428],"genre_scores_gemma":[0.3135256,0.0005688744,0.6756793,0.0002274181,0.00005020761,0.001900992,0.002842943,0.0002541511,0.004950571],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003887317,"threshold_uncertainty_score":0.01300442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0872744535659161,"score_gpt":0.2617322493903426,"score_spread":0.1744577958244265,"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."}}