{"id":"W6949862128","doi":"10.5281/zenodo.3229759","title":"D3.5 NDS Final Design Document","year":2017,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Light effects on plants","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Greenhouse; Crew; Modular design; Software deployment; Control (management); Reliability (semiconductor); Productivity; Remote control","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001813126,0.00118188,0.0005869615,0.001359344,0.0009694637,0.003553328,0.002364489,0.001757101,0.373996],"category_scores_gemma":[0.002386557,0.0007597136,0.0007867294,0.0006310822,0.0004613916,0.001616037,0.001302145,0.001199758,0.3185714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001612719,"about_ca_system_score_gemma":0.001911438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005062258,"about_ca_topic_score_gemma":0.004792651,"domain_scores_codex":[0.9985354,0.0001351072,0.00005540581,0.0001314717,0.0009792914,0.0001634175],"domain_scores_gemma":[0.9982839,0.00006721927,0.00004206137,0.0003059421,0.001171325,0.0001295599],"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":[0.0004595891,0.0001214579,0.000517287,0.0004590422,0.00002438383,0.0001494662,0.0001502904,0.002548173,0.01958699,0.01607384,0.8223463,0.1375633],"study_design_scores_gemma":[0.00004185316,0.00009035912,0.0002915132,0.00005319492,0.000009278991,0.00007667735,0.00003401586,0.00162451,0.005918381,0.001104595,0.9907386,0.00001706781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002880521,0.0006051366,0.1231687,0.001317433,0.002141539,0.001650147,0.01543498,0.03074056,0.822061],"genre_scores_gemma":[0.0289964,0.0006237403,0.04764718,0.001140936,0.0003401907,0.001169205,0.02440867,0.009581895,0.8860917],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.373996,"threshold_uncertainty_score":0.8929188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08437359400118831,"score_gpt":0.2540726111963272,"score_spread":0.1696990171951389,"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."}}