{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005383804,0.0005604876,0.0006054247,0.0001579455,0.002001637,0.0001183281,0.0003507967,0.0006835122,0.0002465924],"category_scores_gemma":[0.0005414877,0.0005791258,0.0001128864,0.00002667823,0.0001944575,0.00005238509,0.0005357331,0.02082922,0.00009069905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000617109,"about_ca_system_score_gemma":0.00002779192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002139576,"about_ca_topic_score_gemma":0.0000114422,"domain_scores_codex":[0.9946933,0.003715905,0.0003931048,0.0005328563,0.0001957085,0.0004690636],"domain_scores_gemma":[0.9954826,0.003519874,0.0002189869,0.0006053201,0.00008766094,0.0000856074],"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":[0.00008583748,0.00002200592,0.0001239216,0.0003906847,0.001021316,0.0001877293,0.1443467,0.0005011075,0.0001315373,0.7994991,0.001967864,0.05172214],"study_design_scores_gemma":[0.0003177974,0.0002920122,0.0001200616,0.0009121392,0.0001928153,0.00006048406,0.001129566,0.0000619925,0.00001261433,0.04081225,0.9553017,0.0007865949],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00203809,0.00233254,0.01027267,0.00001820842,0.001533454,0.0002942794,0.00001629633,0.001081648,0.9824128],"genre_scores_gemma":[0.06264054,0.0000137591,0.0149098,0.000280789,0.001679232,0.00004587318,0.0001165924,0.0003990673,0.9199144],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9533338,"threshold_uncertainty_score":0.999666,"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."}}