{"id":"W4412719514","doi":"10.4018/979-8-3373-4445-4.ch003","title":"Professional, Personal, and Pedagogical","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Pedagogy; Indigenous; Critical reflection; Sociology; Reflection (computer programming); Community engagement; Reflective practice; Engineering ethics; Political science; Public relations; 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":[0.00212244,0.0003794146,0.0002540186,0.0007233832,0.003540316,0.007832828,0.0006880108,0.00175223,0.01903907],"category_scores_gemma":[0.003112698,0.0002077127,0.0001553077,0.0006568303,0.008058846,0.004818582,0.004706076,0.002546273,0.006387352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002913918,"about_ca_system_score_gemma":0.005642693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002630389,"about_ca_topic_score_gemma":0.007255442,"domain_scores_codex":[0.9985526,0.0005026443,0.00004709968,0.0001841342,0.0005231352,0.0001902265],"domain_scores_gemma":[0.998134,0.0005080542,0.00008208161,0.0002094711,0.0003583335,0.0007080978],"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":[0.00001165973,0.00006380114,0.000944861,0.000204255,0.000005430342,0.0003257343,0.04054409,0.0001986669,0.001369482,0.5447266,0.177314,0.2342914],"study_design_scores_gemma":[0.000001572731,0.000009921402,0.0003956583,0.0002624802,0.000001361079,0.0003690754,0.007200844,0.00007527107,0.0001390486,0.04725838,0.9442784,0.000008062044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004694986,0.006165295,0.009101215,0.02375217,0.001401548,0.00007030983,0.00004301217,0.0001385513,0.9546329],"genre_scores_gemma":[0.144745,0.008281755,0.01229008,0.00973499,0.0007498426,0.0001835684,0.00008207899,0.0001625797,0.82377],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01903907,"threshold_uncertainty_score":0.06369203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1722744780140092,"score_gpt":0.3717906531982103,"score_spread":0.1995161751842011,"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."}}