{"id":"W2402338675","doi":"10.7748/ns.29.26.74.s50","title":"Student life - Getting reflection right","year":2015,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constructive; Reflection (computer programming); Student life; Psychology; Mathematics education; Engineering ethics; Medical education; Computer science; Medicine; Engineering; Library science; Process (computing); Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02228836,0.001435062,0.001197036,0.001103429,0.009619341,0.01803275,0.001987704,0.01523221,0.01444622],"category_scores_gemma":[0.08570172,0.000789099,0.002408244,0.0004861782,0.01090331,0.02158657,0.01391729,0.04067885,0.009971333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003297196,"about_ca_system_score_gemma":0.01117423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001967832,"about_ca_topic_score_gemma":0.004098792,"domain_scores_codex":[0.9664384,0.01770018,0.001552864,0.002034002,0.009306723,0.002967759],"domain_scores_gemma":[0.9348379,0.01959681,0.002546904,0.007244281,0.01851903,0.01725512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005023884,0.0002431957,0.0007196262,0.0001810012,0.00004870068,0.0001506664,0.005856998,0.00009282592,0.0004508164,0.01949646,0.9154189,0.05729051],"study_design_scores_gemma":[0.00004429033,0.0001527561,0.0004457876,0.0006725251,0.00002867185,0.0003748642,0.010096,0.0002708153,0.0007418484,0.01927806,0.96782,0.00007442744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00156322,0.003288408,0.004788774,0.9091649,0.05613515,0.00004898223,0.000027823,0.0005154813,0.02446727],"genre_scores_gemma":[0.05475093,0.0065701,0.0110092,0.7705453,0.01802421,0.0002919877,0.0001372757,0.001010486,0.1376604],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02228836,"threshold_uncertainty_score":0.1178735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06671547315362002,"score_gpt":0.4831252363229127,"score_spread":0.4164097631692927,"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."}}