{"id":"W3130507224","doi":"","title":"Costless Node Network - A Farming System Solution","year":2019,"lang":"en","type":"article","venue":"Summit (Simon Fraser University)","topic":"Greenhouse Technology and Climate Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Simon Fraser University","keywords":"Node (physics); Agriculture; Computer science; Business; Computer network; Agricultural science; Environmental science; Engineering; Biology; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001036419,0.0001211245,0.0001719129,0.00002521771,0.0002542819,0.00001969155,0.0003399433,0.0001985748,0.0002370029],"category_scores_gemma":[0.000004515799,0.00006181006,0.00008710292,0.0004841909,0.0000433082,0.0001437592,0.0001062567,0.000158715,0.0004625703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008588764,"about_ca_system_score_gemma":0.000006039781,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001945867,"about_ca_topic_score_gemma":0.02359738,"domain_scores_codex":[0.9991342,0.00005954698,0.00009447026,0.0002720222,0.0001029639,0.0003367606],"domain_scores_gemma":[0.9996588,0.00007050766,0.00007379267,0.00008960589,0.00004383532,0.00006343617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009691773,0.00003727106,0.9804037,0.00001776635,0.00003256847,0.00005503273,0.000003051834,0.00008217965,0.001601012,0.006619577,0.002878026,0.008172916],"study_design_scores_gemma":[0.002469574,0.0005297812,0.08872982,0.0003185295,0.0001936413,1.317467e-7,0.04183597,0.004245247,0.001798618,0.0002566203,0.8584508,0.001171212],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901208,0.00007412846,0.00004499545,0.0003858012,0.0002188547,0.0002033104,0.0000194295,0.0003931737,0.008539506],"genre_scores_gemma":[0.9984912,0.00001879315,0.00002366837,0.00009630751,0.00007928831,6.878879e-7,0.00002775436,0.000001127655,0.001261125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8916739,"threshold_uncertainty_score":0.9942194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01113518174243906,"score_gpt":0.1741767972482459,"score_spread":0.1630416155058069,"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."}}