{"id":"W6950133470","doi":"10.5281/zenodo.3235823","title":"Standards in a Federated Science Platform","year":2019,"lang":"en","type":"article","venue":"Figshare","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ouranos","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02252047,0.0005990523,0.000669185,0.003754433,0.001779818,0.01017169,0.003382574,0.00362984,0.004471032],"category_scores_gemma":[0.02694688,0.0006584316,0.001232428,0.004363785,0.002220166,0.0117113,0.008527402,0.003985701,0.003797559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002170473,"about_ca_system_score_gemma":0.006832058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002465347,"about_ca_topic_score_gemma":0.001263343,"domain_scores_codex":[0.9868928,0.003915268,0.001992562,0.001513228,0.004859455,0.0008268179],"domain_scores_gemma":[0.9741017,0.004257652,0.001277347,0.0134967,0.005683361,0.001183292],"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":[0.0003095887,0.0002327848,0.002166192,0.0004433412,0.0001432795,0.0003606935,0.0007617472,0.009632289,0.007594395,0.8107927,0.0423232,0.1252398],"study_design_scores_gemma":[0.0001231522,0.0001461703,0.001792933,0.000747413,0.0001115942,0.0005206474,0.000286617,0.03325675,0.02203627,0.4185156,0.5223587,0.0001040746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01746182,0.001141457,0.9028746,0.006054651,0.001295306,0.0007057781,0.002649633,0.02053719,0.04727961],"genre_scores_gemma":[0.1856036,0.001615158,0.7723729,0.00254422,0.0004746109,0.0009369426,0.01194875,0.002326389,0.02217735],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9898283,"threshold_uncertainty_score":0.119101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1823641811171363,"score_gpt":0.4186930557681056,"score_spread":0.2363288746509693,"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."}}