{"id":"W4238864961","doi":"10.1007/978-1-4939-7131-2_100232","title":"Cyberinfrastructure","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Cyberinfrastructure; Computer science; Data science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001936977,0.0008973432,0.000268895,0.0008467548,0.0009599783,0.00339812,0.0005284026,0.001062251,0.05176056],"category_scores_gemma":[0.0005109715,0.0002103507,0.0001978428,0.0008330933,0.001539993,0.003330796,0.001406018,0.002015957,0.01693095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001852493,"about_ca_system_score_gemma":0.001342347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001817406,"about_ca_topic_score_gemma":0.003724871,"domain_scores_codex":[0.999821,0.00002985715,0.000005056074,0.00003011199,0.00009489152,0.00001917864],"domain_scores_gemma":[0.9998955,0.00002988798,0.000006377637,0.00002533298,0.00002967171,0.00001317643],"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":[0.000006308613,0.00002370096,0.00005698811,0.0001247702,0.000003155605,0.00004144594,0.0003437085,0.001095883,0.0003931614,0.5925533,0.2586919,0.1466657],"study_design_scores_gemma":[8.530188e-7,0.00000316305,0.0000646542,0.0001107251,0.000001178756,0.00003717703,0.00007371977,0.0002971012,0.0001579514,0.07500757,0.9242433,0.000002617484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000608262,0.008360935,0.006921068,0.002728218,0.001658187,0.00001698441,0.00005667551,0.0001321095,0.9795175],"genre_scores_gemma":[0.01400461,0.009575963,0.00190179,0.0007636647,0.0006989727,0.0000372432,0.0001210446,0.0001652429,0.9727315],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05176056,"threshold_uncertainty_score":0.1731563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005031025525874419,"score_gpt":0.1699780895896544,"score_spread":0.16494706406378,"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."}}