{"id":"W4404020234","doi":"10.3390/agriculture14111969","title":"Application of a Multi-Spectral UAV Imagery in Germplasm Characterization: Prediction of Forage Biomass and Growth Patterns of Cicer Milkvetch (Astragalus cicer L.) Populations","year":2024,"lang":"en","type":"article","venue":"Agriculture","topic":"Remote Sensing in Agriculture","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Saskatchewan Cattlemen's Association; Ministry of Agriculture - Saskatchewan","keywords":"Germplasm; Forage; Biomass (ecology); Astragalus; Biology; Agronomy; Fabaceae; Botany","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002253048,0.000217792,0.0001745638,0.0007150961,0.0001498511,0.0002737746,0.0001633245,0.000192073,0.000229062],"category_scores_gemma":[0.0003123933,0.0001387102,0.0001611569,0.0003791963,0.000083246,0.0001541007,0.0001318571,0.0001314658,0.00008595531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003030046,"about_ca_system_score_gemma":0.0001809192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01444176,"about_ca_topic_score_gemma":0.02734111,"domain_scores_codex":[0.9999435,0.000009501096,0.00000284819,0.00002546595,0.000009635211,0.000008974257],"domain_scores_gemma":[0.9998164,0.0000383942,0.00004557659,0.00001584533,0.00006068206,0.00002326522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002894117,0.0001733089,0.7467729,0.00009850014,0.00009300387,0.0002215771,0.000342092,0.01043539,0.165211,0.0000693006,0.0005579189,0.07573573],"study_design_scores_gemma":[0.000006443304,0.00007424028,0.9546234,0.000008946384,0.00002612698,0.0001090809,0.0001799778,0.03923481,0.005432175,0.0000238129,0.0002722063,0.000008679861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997291,0.00007849518,0.00216938,0.000009114095,0.000002008256,0.000009153789,0.0002205264,0.00002831476,0.0001919756],"genre_scores_gemma":[0.9897532,0.00006477287,0.009562088,0.000009217989,0.000001653498,0.00001519508,0.0003942278,0.000004823208,0.0001947916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01444176,"threshold_uncertainty_score":0.02871537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009062296730906631,"score_gpt":0.2161962020392917,"score_spread":0.2071339053083851,"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."}}