{"id":"W6980029839","doi":"","title":"ARCHIVEIT-1830-WEEKLY-JILQTV-20111206182840-00000-crawling202.us.archive.org-6680.warc.gz","year":2011,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identification (biology); Work (physics); Process (computing)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002303817,0.0009816169,0.001685649,0.0008863969,0.0003033744,0.0004262905,0.002788211,0.0006876045,0.7343528],"category_scores_gemma":[0.001654347,0.0008165727,0.0008675662,0.00006966482,0.0004862546,0.000001759289,0.0009314864,0.0008392135,0.1518405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007177154,"about_ca_system_score_gemma":0.0001649043,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008621756,"about_ca_topic_score_gemma":0.003612379,"domain_scores_codex":[0.990854,0.0006058151,0.003300037,0.001047941,0.003249887,0.0009423395],"domain_scores_gemma":[0.9919327,0.001673039,0.003014039,0.0022319,0.0006193521,0.0005289146],"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":[0.0001881148,0.00009594385,0.00004430794,0.0001866614,0.0001017682,0.00007605583,0.0004582953,0.00008110182,0.000002119568,0.0005173025,0.9882474,0.01000094],"study_design_scores_gemma":[0.0008136838,0.0002598565,0.0001859949,0.0005879912,0.0000623314,0.0001799423,0.0003934535,0.0001041843,0.000005743981,0.001629895,0.9949051,0.0008718882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008393059,0.0009861549,0.00009299485,0.0001208424,0.001724799,0.0009597204,0.0005692145,0.0003663693,0.995096],"genre_scores_gemma":[0.002106806,0.0001909708,0.00366987,0.0004862707,0.0006760238,0.00003830335,0.00009310421,0.0002859732,0.9924527],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5825123,"threshold_uncertainty_score":0.9994285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03878997522357605,"score_gpt":0.2658140338603361,"score_spread":0.2270240586367601,"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."}}