{"id":"W6887718790","doi":"10.17605/osf.io/qh5rd","title":"ManyBabies 1: Manuscripts","year":2017,"lang":"en","type":"article","venue":"Open Science Framework","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Identification (biology); Set (abstract data type); Subject (documents); Exposition (narrative)","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","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001945273,0.0001170522,0.000298698,0.000132532,0.002658257,0.004410227,0.005754979,0.00005670806,0.007334013],"category_scores_gemma":[0.001095489,0.0001234835,0.00005792421,0.0001619905,0.00152178,0.002285365,0.00264599,0.0001297267,0.03311503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008585848,"about_ca_system_score_gemma":0.00004012428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003815896,"about_ca_topic_score_gemma":0.00001177807,"domain_scores_codex":[0.99842,0.000003030336,0.0002978793,0.0007643532,0.00006126968,0.0004534477],"domain_scores_gemma":[0.9977416,0.00002408226,0.0003799385,0.001686909,0.00003739525,0.0001301139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003950599,0.00002381625,0.0303239,0.000002589163,0.000009906429,0.000002982981,0.0004617389,0.000003663389,0.000005875308,0.9186382,0.04900406,0.00151927],"study_design_scores_gemma":[0.0001968995,0.00001862147,0.09224908,0.00002987023,0.000002204592,0.000001738976,0.0004731974,0.0001828305,0.00008827051,0.305534,0.6009321,0.0002911863],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02884666,0.0001747503,0.0005034181,0.001770837,0.006073801,0.0002034034,0.00007246267,0.00001970423,0.9623349],"genre_scores_gemma":[0.7700343,0.00006496858,0.007910707,0.0005045678,0.0001131248,0.00002189445,6.020761e-7,0.000008687253,0.2213412],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7411876,"threshold_uncertainty_score":0.9996244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1301200105756342,"score_gpt":0.3071205553827565,"score_spread":0.1770005448071223,"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."}}