{"id":"W6920462805","doi":"10.6084/m9.figshare.12941738","title":"Community Funding for Open Science Infrastructure: SCOSS 2 years in","year":2020,"lang":"en","type":"other","venue":"Figshare","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Euros; Sustainability; Outreach; Resilience (materials science); Service (business); Publishing; Interim; Christian ministry; Scale (ratio)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["open_science"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["open_science"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000290385,0.0002797807,0.0003944987,0.0004888844,0.0001740958,0.0005001316,0.005954097,0.000228077,0.2434384],"category_scores_gemma":[0.003540884,0.0003152321,0.00005726508,0.00131139,0.00005549658,0.0002492134,0.003929536,0.0008194931,0.01310858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003576243,"about_ca_system_score_gemma":0.0006443969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004304864,"about_ca_topic_score_gemma":0.00151478,"domain_scores_codex":[0.9984033,0.0001117153,0.0001892614,0.0004410099,0.0003557211,0.0004989651],"domain_scores_gemma":[0.9986131,0.00007168241,0.000291177,0.0007987945,0.00004886565,0.0001764142],"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":[0.000009728232,0.00001244607,0.00002100555,0.0003542914,0.000009323157,0.000007526903,0.0002366454,0.000004314873,0.00009077507,0.00001531519,0.9984284,0.0008102285],"study_design_scores_gemma":[0.0005270122,0.00002989173,0.006150988,0.006918513,0.000005551155,0.000002291574,0.00007086471,0.00006732389,0.00006549308,0.00009800958,0.985689,0.0003750427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00001231022,0.0001997555,2.572303e-7,0.00001436447,0.00007516491,0.001760558,0.7000508,0.000207349,0.2976795],"genre_scores_gemma":[0.01878799,0.000002314675,0.003756867,0.001108242,0.0008516196,0.002111533,0.8214914,0.004596869,0.1472931],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2303299,"threshold_uncertainty_score":0.99993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1629283990178896,"score_gpt":0.3817595647014665,"score_spread":0.2188311656835769,"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."}}