{"id":"W7096161689","doi":"","title":"SARA SHANIAN Selective Sampling for Classification","year":2015,"lang":"en","type":"article","venue":"","topic":"Survey Sampling and Estimation Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sampling (signal processing); Bayesian probability; Statistical analysis; Pattern recognition (psychology)","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":[],"consensus_categories":[],"category_scores_codex":[0.02266645,0.001122663,0.002282777,0.003255803,0.002184822,0.00186644,0.003324001,0.001478745,0.008648756],"category_scores_gemma":[0.07840525,0.0009458619,0.002839001,0.003621558,0.002618196,0.002318456,0.002653215,0.003585127,0.002208593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001629799,"about_ca_system_score_gemma":0.004468488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0096858,"about_ca_topic_score_gemma":0.01255981,"domain_scores_codex":[0.9836988,0.01165742,0.0005689138,0.002126744,0.001433044,0.0005151893],"domain_scores_gemma":[0.9567136,0.02856996,0.001169148,0.008684311,0.004373087,0.0004899636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001447478,0.0002630333,0.01340729,0.0007791926,0.000954822,0.0004240631,0.001344043,0.06288107,0.004146757,0.355628,0.02590718,0.5328171],"study_design_scores_gemma":[0.0003300017,0.0004458114,0.008493038,0.0002751233,0.0002765959,0.0003769326,0.0004657063,0.6428284,0.004704671,0.3087966,0.03290257,0.0001044867],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01524176,0.0009083189,0.9792021,0.00090221,0.00024069,0.0003344008,0.0003393842,0.0004706808,0.002360541],"genre_scores_gemma":[0.305803,0.001585338,0.6652858,0.001058468,0.0007078617,0.003248176,0.002714596,0.0002695813,0.0193272],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02266645,"threshold_uncertainty_score":0.1198731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6149135938518991,"score_gpt":0.4774388685104899,"score_spread":0.1374747253414093,"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."}}