{"id":"W7067447080","doi":"","title":"Lens Newsletter 11(2)","year":2021,"lang":"en","type":"other","venue":"MELSpace (ICARDA (The International Center for Agricultural Research in Dry Areas))","topic":"Genetic and Environmental Crop Studies","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lens (geology); Yield (engineering); Character (mathematics); Contrast (vision)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004687752,0.0003566102,0.0003510072,0.00005556679,0.000248518,0.0001991156,0.001114498,0.0002281962,0.003191633],"category_scores_gemma":[0.000100084,0.000117229,0.0003214197,0.0003232126,0.0002371451,0.00006384215,0.000745983,0.0004991755,0.0001442194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002505739,"about_ca_system_score_gemma":0.00001024257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001731744,"about_ca_topic_score_gemma":0.01700283,"domain_scores_codex":[0.9968994,0.0002074592,0.0002901692,0.0006944265,0.001171785,0.0007367047],"domain_scores_gemma":[0.9991019,0.0003768505,0.0001174686,0.0001525866,0.0001409695,0.0001101597],"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":[0.00004614028,0.0002425675,0.018058,0.00003709996,0.000201739,0.00002930165,0.0001104229,0.000006662426,0.009023117,0.000264627,0.9630281,0.00895218],"study_design_scores_gemma":[0.000290068,0.00006348568,0.08807309,0.0002390313,0.000009694948,0.00001007071,0.001037377,0.00000559821,0.0002354937,0.0001031045,0.9096757,0.0002572586],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2141961,0.005401651,0.000006100243,0.2652025,0.003748801,0.004110822,0.002855667,0.0001987647,0.5042796],"genre_scores_gemma":[0.1661167,0.002257732,0.0001592554,0.00100464,0.004282338,0.0007362704,0.003994108,0.00003701665,0.821412],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3171324,"threshold_uncertainty_score":0.9977196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08658308695969484,"score_gpt":0.3060354520327149,"score_spread":0.2194523650730201,"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."}}