{"id":"W4402673091","doi":"10.1007/978-1-4842-9651-6_26","title":"Software Engineering Through Community-Engaged Learning and an Inclusive Network","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Software engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006355006,0.0003209004,0.0001470896,0.0004860529,0.001061171,0.002154922,0.0006900856,0.0006892331,0.01439653],"category_scores_gemma":[0.001200968,0.0001305019,0.000221937,0.0005840988,0.001138353,0.004375784,0.003185787,0.001382254,0.002061945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005344067,"about_ca_system_score_gemma":0.001008376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006070617,"about_ca_topic_score_gemma":0.001785323,"domain_scores_codex":[0.9996017,0.0001502822,0.000007669602,0.00005284426,0.0001533858,0.000034263],"domain_scores_gemma":[0.9993781,0.0003440672,0.00002588171,0.00006285961,0.00006153548,0.0001275545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002893462,0.0003683707,0.0004084907,0.0002495291,0.00001110604,0.0001984148,0.00367222,0.002222507,0.001589518,0.4666832,0.04696469,0.477603],"study_design_scores_gemma":[0.00003073391,0.0001220112,0.0009246274,0.0003150211,0.00001430962,0.0004074202,0.003083497,0.01330021,0.001512655,0.384633,0.5956352,0.0000212651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.03534151,0.005766073,0.1563052,0.009843627,0.0009264767,0.000159308,0.00003269484,0.000841512,0.7907835],"genre_scores_gemma":[0.4604677,0.009751176,0.08060525,0.001359606,0.0005975964,0.0003980797,0.0001409762,0.0003144313,0.4463652],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01439653,"threshold_uncertainty_score":0.04816115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06233929219136579,"score_gpt":0.3687697029107118,"score_spread":0.306430410719346,"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."}}