{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002552754,0.00004883967,0.00004522325,0.0001925554,0.0006026716,0.00008437466,0.00008890597,0.00004061401,0.001773367],"category_scores_gemma":[0.000006988839,0.00005228875,0.00001085504,0.0001429569,0.0002183286,0.000135235,0.00004658496,0.0000433601,0.00001541736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002212231,"about_ca_system_score_gemma":0.00106616,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008378657,"about_ca_topic_score_gemma":0.360649,"domain_scores_codex":[0.9994019,0.00001820985,0.00004401285,0.0001488046,0.0002118109,0.0001752976],"domain_scores_gemma":[0.9998022,0.000009730912,0.000006928644,0.00005249637,0.00001508447,0.0001135203],"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":[0.00001216822,0.00002988629,0.0298416,0.00005038637,0.00009050821,0.00003936141,0.0429755,0.000001561005,0.00007011998,0.8675385,0.03366503,0.02568542],"study_design_scores_gemma":[0.00005965131,0.00002816926,0.0009343291,0.00002013737,0.00001280057,7.902682e-7,0.03825524,0.00004002205,0.00001495485,0.002368836,0.9581844,0.00008072791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5823574,0.002515365,0.000009801105,0.01177966,0.0004453369,0.0002668247,0.0003260396,0.00008754682,0.402212],"genre_scores_gemma":[0.9702784,0.0001031354,0.00003592477,0.00002328603,0.0000970976,0.000006073255,0.00001206639,0.000004683376,0.02943937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9245193,"threshold_uncertainty_score":0.9991391,"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."}}