{"id":"W4392121310","doi":"10.3390/standards4010001","title":"Educational Technology Procurement at Canadian Colleges and Universities: An Environmental Scan","year":2024,"lang":"en","type":"article","venue":"Standards","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Procurement; Business; Institution; Process (computing); Public relations; Marketing; Industrial organization; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008109084,0.00040158,0.0005989185,0.01273488,0.02029996,0.009144374,0.002429503,0.0008944307,0.007011274],"category_scores_gemma":[0.01732315,0.0005830623,0.0006073542,0.04368658,0.005501518,0.002645155,0.004219871,0.001330631,0.0003155365],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1624996,"about_ca_system_score_gemma":0.2804409,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9917603,"about_ca_topic_score_gemma":0.9972203,"domain_scores_codex":[0.9792323,0.001890701,0.0005823608,0.0009951228,0.01253931,0.00476021],"domain_scores_gemma":[0.9515414,0.008305682,0.003915914,0.001121721,0.03177444,0.003340947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002173825,0.0002219234,0.6183273,0.002206754,0.0001314175,0.001635714,0.06918813,0.0007602882,0.001169478,0.03812734,0.02030292,0.2477112],"study_design_scores_gemma":[0.00001121586,0.00008449599,0.7564204,0.001247378,0.00008692821,0.0003513552,0.1301071,0.000438469,0.0007621323,0.001458971,0.1089258,0.0001056851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7666907,0.01410138,0.001354248,0.02220244,0.000107136,0.0004235119,0.006066494,0.00008093558,0.1889731],"genre_scores_gemma":[0.9817517,0.007536854,0.001401543,0.001622986,0.00001983271,0.0000737205,0.0009479653,0.00002837525,0.006617145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8375004,"threshold_uncertainty_score":0.9713817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00816822486954282,"score_gpt":0.2870887258723115,"score_spread":0.2789205010027687,"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."}}