{"id":"W2402848599","doi":"10.1007/s11119-016-9457-6","title":"Sensing and control system for spot-application of granular fertilizer in wild blueberry field","year":2016,"lang":"en","type":"article","venue":"Precision Agriculture","topic":"Wireless Sensor Networks and IoT","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island; Dalhousie University","funders":"Agri-Futures Nova Scotia Association; Oxford Frozen Foods; Wild Blueberry Producers Association of Nova Scotia","keywords":"Fertilizer; Environmental science; Agricultural engineering; Field (mathematics); Agronomy; Remote sensing; Engineering; Biology; Mathematics; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009589051,0.0001043999,0.0001976486,0.00003307515,0.00002145636,0.00001028911,0.0000510556,0.0001404249,0.000001790032],"category_scores_gemma":[0.00002017292,0.00005726549,0.00004382691,0.00008624839,0.000007904622,0.00005974646,0.0000077557,0.00005935351,0.000002038463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002631106,"about_ca_system_score_gemma":0.000001526926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000172039,"about_ca_topic_score_gemma":0.0000426804,"domain_scores_codex":[0.9994083,0.00001659391,0.0002168985,0.0001430996,0.00008527534,0.0001298282],"domain_scores_gemma":[0.9995317,0.0002262928,0.00003934676,0.0001132948,0.00005096155,0.00003836687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002181924,0.00002635195,0.002705333,0.0003242853,0.00003621429,0.000003071062,0.0001944568,0.0118455,0.6764236,0.0003034604,0.004885064,0.3030344],"study_design_scores_gemma":[0.01148214,0.0002585192,0.1037975,0.00321665,0.000177789,0.000100578,0.0004986617,0.4892165,0.3637458,0.0009701557,0.02528652,0.001249214],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6951702,0.0007661749,0.3026674,0.0002728495,0.0001828612,0.0005953038,0.0000212073,0.0001033977,0.0002205872],"genre_scores_gemma":[0.9992901,0.00005622983,0.0004852329,0.0000194173,0.00008771085,0.00001317258,0.000002610024,0.00001070627,0.0000348065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.477371,"threshold_uncertainty_score":0.2335219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003764334788040704,"score_gpt":0.1839008276776248,"score_spread":0.1801364928895841,"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."}}