{"id":"W6984043559","doi":"","title":"Murray Pulver","year":2017,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Network Traffic and Congestion Control","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inflatable; Set (abstract data type); Singing; Launched; Collectable","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":["insufficient_payload"],"category_scores_codex":[0.0004118267,0.0008138632,0.0004591373,0.0009768398,0.001376139,0.004635789,0.001002189,0.001623598,0.5842117],"category_scores_gemma":[0.001615474,0.0003097154,0.000295906,0.0008766764,0.0005943635,0.003152701,0.002456193,0.001752112,0.3500149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124139,"about_ca_system_score_gemma":0.001451797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003403387,"about_ca_topic_score_gemma":0.0074762,"domain_scores_codex":[0.9994604,0.00004616503,0.00002374596,0.0001788325,0.0002295071,0.00006146524],"domain_scores_gemma":[0.9993984,0.00009711483,0.00003557522,0.00008019614,0.00020806,0.0001807251],"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":[0.00002193301,0.00001782556,0.00009123828,0.0001016029,0.000003030321,0.00008370084,0.00008568877,0.0001012008,0.0002109177,0.01363312,0.8987433,0.0869063],"study_design_scores_gemma":[0.000001040191,0.000002251216,0.00005317029,0.00003148763,6.275796e-7,0.00002712711,0.00003663748,0.000019533,0.00005039139,0.0005888314,0.9991875,0.000001384019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006476698,0.01275344,0.001296737,0.01278431,0.007851273,0.00003620834,0.001071511,0.0007301283,0.9628288],"genre_scores_gemma":[0.001897062,0.003631591,0.0002645995,0.0007704357,0.0002717289,0.00001234323,0.0003039486,0.0001797932,0.9926685],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4157883,"threshold_uncertainty_score":0.5930715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005686965862578761,"score_gpt":0.1806211172063504,"score_spread":0.1749341513437716,"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."}}