{"id":"W4405674900","doi":"10.24908/pceea.2024.18631","title":"A reflection on Deep Tech Innovation Process: A Case Study on Instructors and Participants of a University Educational Program","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Innovation Saskatchewan","keywords":"Reflection (computer programming); Process (computing); Mathematics education; Engineering; Engineering management; Medical education; Psychology; Sociology; Pedagogy; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.01247149,0.001152863,0.00103867,0.001815768,0.02036656,0.008524266,0.004060691,0.006851031,0.004344931],"category_scores_gemma":[0.02816855,0.0008249867,0.0007171179,0.001228279,0.01231867,0.005722745,0.01048509,0.009758565,0.0009584558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005681865,"about_ca_system_score_gemma":0.00673756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007216388,"about_ca_topic_score_gemma":0.01827868,"domain_scores_codex":[0.9856521,0.01024296,0.0002105961,0.0009378791,0.0009434635,0.002013048],"domain_scores_gemma":[0.9771305,0.01262034,0.001194383,0.0009631265,0.001932313,0.006159297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"case_report","study_design_scores_codex":[0.00003722791,0.0004610362,0.00232759,0.00005310737,0.000005252327,0.002749897,0.9821972,0.00005682075,0.0009654983,0.001391024,0.001123884,0.008631501],"study_design_scores_gemma":[0.0000129159,0.0002363347,0.001774362,0.0001306801,0.000009342442,0.0008251457,0.9742582,0.0002315138,0.0008072648,0.0007488437,0.02093736,0.00002795764],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713323,0.0002309719,0.005589401,0.008955767,0.0002148391,0.0002681732,0.00005493509,0.00007958415,0.01327398],"genre_scores_gemma":[0.9807628,0.0003784108,0.003506342,0.002036441,0.00008510926,0.0001883483,0.00004407005,0.0001066006,0.01289202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02036656,"threshold_uncertainty_score":0.06595629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346054879615595,"score_gpt":0.3031557849010747,"score_spread":0.2796952361049188,"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."}}