{"id":"W2520488907","doi":"10.1007/s40037-016-0296-y","title":"Reflection’s role in learning: increasing engagement and deepening participation","year":2016,"lang":"en","type":"editorial","venue":"Perspectives on Medical Education","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Reflection (computer programming); Student engagement; Medical education; Psychology; Data science; Medicine; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006815577,0.000241307,0.0002808347,0.0005189176,0.0007403029,0.0002031874,0.0002583744,0.0007639934,0.0006307352],"category_scores_gemma":[0.1372958,0.0002331295,0.00004969352,0.0004457113,0.0003493899,0.0005652843,0.00006152592,0.001832562,0.0000548798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003260397,"about_ca_system_score_gemma":0.005615426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004589802,"about_ca_topic_score_gemma":0.001987967,"domain_scores_codex":[0.9928086,0.003775794,0.0004039109,0.0007622186,0.001831025,0.0004183937],"domain_scores_gemma":[0.9938261,0.004613049,0.0004525851,0.0002116359,0.0005622209,0.0003344472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004110262,0.001916481,0.009753662,0.00007362464,0.00008706206,0.00000257406,0.5384957,0.000009687067,0.00009529734,0.02218275,0.1257377,0.3012345],"study_design_scores_gemma":[0.0003146189,0.0001283207,0.002616674,0.000504073,0.00004092381,5.824691e-7,0.1172258,0.00002900603,0.00001151052,0.004670354,0.8741701,0.0002880063],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.06371871,0.002128847,0.0002942891,0.01183327,0.7112184,0.001030992,0.000002866918,0.0002013262,0.2095713],"genre_scores_gemma":[0.4967864,0.004649132,0.0005576453,0.00007850802,0.4952247,0.0004121931,0.00004391534,0.00004789294,0.002199592],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.7484325,"threshold_uncertainty_score":0.9961524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0241327090318905,"score_gpt":0.4529365524448064,"score_spread":0.4288038434129159,"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."}}