{"id":"W2162790823","doi":"10.5539/ells.v2n4p15","title":"The Implementation of Portfolio Assessment in Integrated English Course","year":2012,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Portfolio; Competence (human resources); Self-assessment; Mathematics education; Class (philosophy); Autonomy; Perception; Electronic portfolio; Computer science; Learner autonomy; Psychology; Pedagogy; Language education; Business; Political science; Artificial intelligence; Finance; Social 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":[],"consensus_categories":[],"category_scores_codex":[0.001548734,0.00007751387,0.0001147994,0.00005025576,0.0002531057,0.00009179829,0.00007738844,0.00004472345,0.00002460052],"category_scores_gemma":[0.001235332,0.00005188569,0.00002137268,0.0003765121,0.0001542425,0.0006330985,0.00003124031,0.0002120963,2.056053e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008152983,"about_ca_system_score_gemma":0.00008356161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003598575,"about_ca_topic_score_gemma":0.001655355,"domain_scores_codex":[0.9989834,0.0003549254,0.0001733454,0.00009781234,0.0001822049,0.0002083216],"domain_scores_gemma":[0.9989015,0.0004126326,0.0001318724,0.00009393231,0.0004244469,0.00003563236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005026416,0.00003985181,0.08982795,0.000008385319,0.00004508258,0.000001072268,0.8794631,8.808554e-8,0.00002006324,0.01528791,0.0009885113,0.01431299],"study_design_scores_gemma":[0.0001332135,0.00001742606,0.04294793,0.00003163439,0.00001979609,1.917626e-7,0.9047459,1.929145e-7,0.00008788322,0.0001737592,0.0517866,0.00005551453],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9311218,0.03460541,0.000002052913,0.0002851425,0.001541915,0.0002229485,0.000008370799,0.00002269151,0.03218972],"genre_scores_gemma":[0.9955624,0.002889413,0.0002823508,0.00003255042,0.0008751535,0.00004073368,0.00001331965,0.000004851666,0.0002992375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06444064,"threshold_uncertainty_score":0.2115837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270836756040529,"score_gpt":0.4288848041007059,"score_spread":0.4161764365403006,"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."}}