{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02582726,0.0009516163,0.0005513997,0.003551486,0.007677258,0.01661189,0.002435233,0.01085223,0.03568942],"category_scores_gemma":[0.03003411,0.0005831062,0.00115939,0.004149537,0.003815115,0.009273689,0.01979795,0.008082999,0.01071669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01509435,"about_ca_system_score_gemma":0.09162374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07916403,"about_ca_topic_score_gemma":0.1328627,"domain_scores_codex":[0.9809901,0.00212993,0.0005807017,0.0007931148,0.007788123,0.007717963],"domain_scores_gemma":[0.9421655,0.003258273,0.001731688,0.001752949,0.007565693,0.04352603],"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":[0.0002507098,0.0001956828,0.003948361,0.0006214146,0.00003762176,0.0007168435,0.002030076,0.0003897447,0.0008175176,0.05312034,0.8525419,0.08532982],"study_design_scores_gemma":[0.0000674472,0.00006070737,0.005034196,0.0004342754,0.000006894365,0.00009279829,0.001276793,0.0001127299,0.0001910463,0.002658947,0.9900342,0.00002999829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.07275403,0.01888123,0.003767101,0.5315097,0.02475127,0.001574225,0.005963225,0.003328498,0.3374708],"genre_scores_gemma":[0.3124888,0.008202455,0.01099858,0.1729688,0.00526417,0.002315807,0.01302058,0.002192873,0.4725478],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9975648,"threshold_uncertainty_score":0.1574065,"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."}}