{"id":"W4405589641","doi":"10.18357/otessac.2024.4.1.412","title":"Designing Cyberinfrastructure for Knowledge Sharing","year":2024,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Conference","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Victoria; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Liber Ero Foundation; Mitacs","keywords":"Cyberinfrastructure; Computer science; Knowledge sharing; Data science; Knowledge management; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003873321,0.000114505,0.0001511016,0.0001176102,0.001022882,0.001269925,0.0008155382,0.0003256339,0.00007023761],"category_scores_gemma":[0.0009894464,0.0001049908,0.00005753514,0.0008596139,0.0001354356,0.0007935236,0.0002821636,0.0005280288,0.00001915997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004952573,"about_ca_system_score_gemma":0.000590326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007413458,"about_ca_topic_score_gemma":0.0006353732,"domain_scores_codex":[0.9988471,0.0001264661,0.0002201798,0.0003528904,0.0001366352,0.000316697],"domain_scores_gemma":[0.9989852,0.0004806527,0.0001010562,0.000167804,0.0002240144,0.0000412664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000349286,0.00003613336,0.07557026,0.00004840862,0.00005219157,1.274279e-7,0.03703163,0.000001767109,0.0002542338,0.8112014,0.002930076,0.07287026],"study_design_scores_gemma":[0.0003839511,0.00002293028,0.01803158,0.0003826876,0.00007047482,8.46289e-7,0.0677616,0.001266439,0.0003307684,0.6822439,0.229148,0.0003568546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7587506,0.01163933,0.008561654,0.1007788,0.004811973,0.004259082,0.00001572888,0.0008341018,0.1103487],"genre_scores_gemma":[0.9837537,0.0006898564,0.002382248,0.0002116885,0.0001849452,0.0003246922,0.000008257708,0.00001231473,0.01243233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2262179,"threshold_uncertainty_score":0.9997668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05941993524240885,"score_gpt":0.3790697224614658,"score_spread":0.3196497872190569,"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."}}