{"id":"W4249543881","doi":"10.3138/cjpe.69771","title":"Reflective Practice: Moving Intention into Action","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Reflective practice; Leverage (statistics); Pillar; Action (physics); Reflection (computer programming); Psychology; Embodied cognition; Engineering ethics; Knowledge management; Pedagogy; Computer science; Artificial intelligence; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.05496173,0.0009720641,0.0007081257,0.003100421,0.003116722,0.0122743,0.002898102,0.003951586,0.00977844],"category_scores_gemma":[0.1214746,0.000919863,0.001269487,0.001651995,0.01891937,0.01104376,0.008189091,0.006088558,0.002946418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005587662,"about_ca_system_score_gemma":0.01657751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002918865,"about_ca_topic_score_gemma":0.002584362,"domain_scores_codex":[0.9275563,0.05708427,0.002116016,0.004184266,0.007676668,0.001382374],"domain_scores_gemma":[0.8585917,0.1068718,0.005891955,0.01307802,0.0117282,0.003838182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000187092,0.0006447008,0.004220283,0.003060781,0.0001741446,0.0003780175,0.0851341,0.001827226,0.001633811,0.4349858,0.02842656,0.4393274],"study_design_scores_gemma":[0.0003919639,0.0006476298,0.005202048,0.01095725,0.0002620325,0.0008067043,0.03716541,0.009487821,0.005186212,0.6324651,0.2972044,0.0002234892],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0283138,0.003476663,0.6536015,0.05951067,0.002105779,0.002109733,0.0001174562,0.001519101,0.2492454],"genre_scores_gemma":[0.5129797,0.003763126,0.4567124,0.007589714,0.0003939569,0.002819738,0.0001476306,0.0004602777,0.01513348],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05496173,"threshold_uncertainty_score":0.2906688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5098205725321647,"score_gpt":0.6235932080024176,"score_spread":0.1137726354702528,"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."}}