{"id":"W6962590293","doi":"10.17605/osf.io/3hkxy","title":"Registration","year":2017,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Technology, Environment, Urban Planning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Identification (biology); Process (computing); Field (mathematics); Set (abstract data type)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004217098,0.000174504,0.0002067676,0.0001879933,0.0008334235,0.002059711,0.004356491,0.0002333043,0.009815146],"category_scores_gemma":[0.0003200789,0.0001556981,0.00002753192,0.00004020915,0.003142802,0.0004169297,0.0007077042,0.000400281,0.001174188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005956139,"about_ca_system_score_gemma":0.000103337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006967541,"about_ca_topic_score_gemma":0.0008112139,"domain_scores_codex":[0.9986938,0.00001041372,0.0001119011,0.000548291,0.0003369265,0.0002986769],"domain_scores_gemma":[0.9978956,0.00002096379,0.0004317253,0.001579863,0.00001315982,0.00005870947],"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":[7.71149e-7,0.000008456347,0.0000347139,0.000003648915,0.000004073197,0.000004836625,0.0003872515,1.275518e-7,0.000006597975,0.3687164,0.6265106,0.004322537],"study_design_scores_gemma":[0.00003853389,0.00002303078,0.00004653736,0.0004290019,0.000008361046,0.000001430009,0.0002105836,0.000003811914,0.00001397962,0.007899732,0.9911128,0.0002121819],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002435998,0.0002162539,0.0002058824,0.0005774004,0.001375287,0.0003670583,0.00003383909,0.0001875111,0.9970124],"genre_scores_gemma":[0.005949036,0.00004120969,0.004318097,0.000223852,0.00069707,0.00003259763,0.00000941215,0.000108242,0.9886205],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3646022,"threshold_uncertainty_score":0.9996035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05712665495208457,"score_gpt":0.3133486975848049,"score_spread":0.2562220426327204,"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."}}