{"id":"W4400505083","doi":"10.5430/wjel.v14n6p217","title":"Reflective Diaries as a Tool for Promoting Learning and Teaching in Higher Education","year":2024,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Mathematics education; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002582382,0.00006562825,0.0001112143,0.0003287,0.0002126164,0.0003222415,0.00008130014,0.0000384324,0.00008895574],"category_scores_gemma":[0.008952304,0.00006063659,0.00004152199,0.0002103351,0.00005202402,0.001001253,0.00001545963,0.0005619161,0.000001173752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002938711,"about_ca_system_score_gemma":0.0003937228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001601713,"about_ca_topic_score_gemma":0.0006155494,"domain_scores_codex":[0.9989582,0.0003766196,0.0002176114,0.0001191006,0.0001768528,0.0001516063],"domain_scores_gemma":[0.9985702,0.0009893702,0.0001785717,0.00003566359,0.0001811587,0.00004505289],"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":[0.00004830193,0.00009386133,0.009861304,0.00007177166,0.00003838797,0.000009419382,0.7303046,0.000007983211,0.0008065233,0.07685729,0.0004858037,0.1814148],"study_design_scores_gemma":[0.0002068747,0.0001118686,0.002570828,0.0005416381,0.00005009888,0.000005646126,0.1249285,0.00001832602,0.0002168791,0.008998931,0.8622016,0.0001488419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7496604,0.005084105,0.00004214678,0.002439304,0.003618917,0.0002627721,5.227739e-7,0.00004057564,0.2388513],"genre_scores_gemma":[0.9857914,0.00006550249,0.00405623,0.00007912902,0.002948696,0.00001682112,9.892251e-7,0.00001337435,0.007027872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8617157,"threshold_uncertainty_score":0.9993957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01740781169818769,"score_gpt":0.3985000104719212,"score_spread":0.3810921987737336,"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."}}