{"id":"W3204221456","doi":"10.1007/978-3-030-71069-9_2","title":"Standards and EO Data Platforms","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Resources Canada; Horizon 2020 Framework Programme; European Space Agency","keywords":"Big data; Data science; Cloud computing; Domain (mathematical analysis); Computer science; Data exchange; Geospatial analysis; Flexibility (engineering); World Wide Web; Remote sensing; Geography; Data mining","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004850192,0.0009317846,0.0004302332,0.004351632,0.002052665,0.01166281,0.00211932,0.003700238,0.02752149],"category_scores_gemma":[0.007575839,0.0007188699,0.0006954319,0.007076737,0.003837019,0.01814992,0.006262058,0.005741135,0.01895671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002447449,"about_ca_system_score_gemma":0.003450141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002505462,"about_ca_topic_score_gemma":0.002035101,"domain_scores_codex":[0.9958126,0.0008393466,0.0003492075,0.0004149329,0.002318474,0.0002653869],"domain_scores_gemma":[0.9965041,0.001191217,0.000137417,0.000784728,0.001160304,0.0002222874],"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":[0.000004443082,0.00001305972,0.00005400005,0.0001048321,0.000002534447,0.00006270625,0.0004009705,0.0003123834,0.0003075157,0.898691,0.0512341,0.0488126],"study_design_scores_gemma":[0.000001311603,0.000003250106,0.00003589526,0.0002053221,8.960512e-7,0.00008457186,0.000163998,0.000192961,0.0002016359,0.09239446,0.9067097,0.000006073973],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001501372,0.01440003,0.08532918,0.01858021,0.006040517,0.0002235488,0.001369183,0.0009448484,0.8716112],"genre_scores_gemma":[0.0336769,0.04456988,0.1649474,0.01320214,0.003888622,0.000810744,0.007132068,0.002593602,0.7291787],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02752149,"threshold_uncertainty_score":0.09206855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1431780240863993,"score_gpt":0.3084128004611314,"score_spread":0.1652347763747321,"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."}}