{"id":"W4413630579","doi":"10.1109/emr.2025.3602394","title":"Canadian Quantum Ecosystem: Lessons From the 5th Workshop on Quantum Computing Entrepreneurship","year":2025,"lang":"en","type":"article","venue":"IEEE Engineering Management Review","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Network for Business Sustainability; Université de Sherbrooke","funders":"","keywords":"Entrepreneurship; Ecosystem; Quantum; Quantum computer; Business; Engineering physics; Regional science; Physics; Geography; Ecology; Biology; Quantum mechanics; Finance","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":[0.01053323,0.0005222753,0.0004094156,0.002121867,0.01006387,0.007042123,0.002210909,0.00327489,0.006154818],"category_scores_gemma":[0.01162638,0.0003086943,0.0005053882,0.004070679,0.005101374,0.003175054,0.003144767,0.005680095,0.0008489152],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06923386,"about_ca_system_score_gemma":0.1807459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9193609,"about_ca_topic_score_gemma":0.9726036,"domain_scores_codex":[0.9947438,0.0008776844,0.0001487374,0.0002975786,0.002813371,0.001118827],"domain_scores_gemma":[0.9849164,0.003113934,0.000339929,0.0004391304,0.007188162,0.004002427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006519772,0.00006267481,0.001876679,0.0004660811,0.00003156655,0.0003493317,0.003746107,0.0003793025,0.0002073428,0.08820161,0.7651491,0.139465],"study_design_scores_gemma":[0.0000111816,0.00001601638,0.001906252,0.0006575978,0.00001828521,0.00006476985,0.002716847,0.00009803133,0.0002070077,0.005578035,0.988695,0.00003099682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008582982,0.1491729,0.001798361,0.7554744,0.008304592,0.00009780265,0.0008189306,0.00007311945,0.07567694],"genre_scores_gemma":[0.2942061,0.411426,0.00776497,0.200978,0.004355069,0.0001944798,0.001414327,0.0002379766,0.07942305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9307661,"threshold_uncertainty_score":0.5023292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09962351978833216,"score_gpt":0.3655483588526675,"score_spread":0.2659248390643353,"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."}}