{"id":"W2753580799","doi":"10.5281/zenodo.20383652","title":"vegandevs/vegan: CRAN 2.4 release","year":2017,"lang":"en","type":"article","venue":"Open MIND","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; York University; Université de Montréal; University of Regina","funders":"","keywords":"Mathematics; Statistics; Function (biology); Econometrics; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00221343,0.003700944,0.001898355,0.001784871,0.000970643,0.00430211,0.0050765,0.001334801,0.3094202],"category_scores_gemma":[0.01025066,0.003524328,0.002168923,0.001276897,0.0008966573,0.004579634,0.003349037,0.004175535,0.3102323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001015082,"about_ca_system_score_gemma":0.001840331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007013868,"about_ca_topic_score_gemma":0.008363329,"domain_scores_codex":[0.9988998,0.0001753834,0.00008883762,0.0003451828,0.0002766166,0.0002141357],"domain_scores_gemma":[0.9978569,0.0006011517,0.0001132084,0.0005557435,0.0006986798,0.000174196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004157147,0.00002809311,0.000720678,0.0004750815,0.0001132632,0.0000945359,0.00012632,0.0005540162,0.003109583,0.002348525,0.9607612,0.03125303],"study_design_scores_gemma":[0.0005659846,0.00009845389,0.002259199,0.0004563662,0.0001603437,0.0004343548,0.0001326148,0.01000403,0.03314929,0.02041967,0.932046,0.0002736156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001588955,0.0006210002,0.07773348,0.0005192476,0.00059732,0.000134503,0.05091665,0.8440407,0.02384816],"genre_scores_gemma":[0.01685335,0.0007209182,0.07593402,0.001157424,0.0001694588,0.0006820805,0.1008038,0.7662643,0.03741463],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3094202,"threshold_uncertainty_score":0.9850282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02426882694917138,"score_gpt":0.2928161490467757,"score_spread":0.2685473220976043,"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."}}