{"id":"W4403672388","doi":"10.18357/otessaj.2024.4.3.72","title":"Designing Cyberinfrastructure for Knowledge Sharing","year":2024,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Journal","topic":"Speech and dialogue systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Victoria; Dalhousie University","funders":"","keywords":"Cyberinfrastructure; Computer science; Data science; Knowledge sharing; World Wide Web; Knowledge management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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","open_science"],"consensus_categories":[],"category_scores_codex":[0.01348454,0.0005340203,0.0004924515,0.002495044,0.004933346,0.0107841,0.00272712,0.002311533,0.007951076],"category_scores_gemma":[0.03154843,0.0009327049,0.001011999,0.001833938,0.006757591,0.02344339,0.01462628,0.002135568,0.002299107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002583449,"about_ca_system_score_gemma":0.00395951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001891217,"about_ca_topic_score_gemma":0.001737979,"domain_scores_codex":[0.9882674,0.00738665,0.0008080564,0.001390797,0.001416573,0.0007305865],"domain_scores_gemma":[0.9662819,0.01688386,0.002134633,0.009444994,0.002878685,0.002375967],"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":[0.0002494421,0.000767369,0.01184634,0.0006605171,0.0001157879,0.001342375,0.06313206,0.01382887,0.01236372,0.6850202,0.007755687,0.2029176],"study_design_scores_gemma":[0.0001818225,0.0004497802,0.003947061,0.0004721453,0.0001093173,0.001170468,0.03318046,0.1623445,0.01230931,0.5598292,0.2258409,0.0001648822],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1260421,0.0002879202,0.8153198,0.004398265,0.0001095337,0.0009299656,0.00009787502,0.00290737,0.04990727],"genre_scores_gemma":[0.6402107,0.0001777489,0.3480982,0.0002612537,0.00005058024,0.0009956664,0.0002843055,0.0003494518,0.009572172],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9972729,"threshold_uncertainty_score":0.07131392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02566945490018856,"score_gpt":0.321365526373256,"score_spread":0.2956960714730674,"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."}}