{"id":"W4391267645","doi":"10.53103/cjlls.v3i6.138","title":"Enhancing Language Development through Project-Based Learning: A Literature Review","year":2023,"lang":"en","type":"review","venue":"Canadian Journal of Language and Literature Studies","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001283485,0.0004664708,0.001862037,0.0007904692,0.0009753293,0.0002718018,0.0004078153,0.0003952608,0.00001732978],"category_scores_gemma":[0.003362003,0.0003385406,0.0003219507,0.002181864,0.0003430676,0.0002340015,0.00005186105,0.001445384,0.00001308365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005412402,"about_ca_system_score_gemma":0.005455622,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004403135,"about_ca_topic_score_gemma":0.02101018,"domain_scores_codex":[0.997411,0.0004225368,0.0008971971,0.0003499158,0.0003271394,0.0005922697],"domain_scores_gemma":[0.9976781,0.0003763545,0.0008491614,0.0002107937,0.0006539052,0.0002316701],"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":[0.000001429488,0.00000605932,0.000003782559,0.03883872,0.0006196874,0.001583405,0.647862,3.163052e-8,3.948575e-7,0.0001638574,0.04127943,0.2696412],"study_design_scores_gemma":[0.0000610932,0.00003228942,8.695499e-7,0.1894558,0.0002942893,0.00007171276,0.06010838,3.638945e-9,0.000001706709,0.000008948901,0.749717,0.0002479353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000494762,0.9971957,0.000004161971,0.0007117308,0.0007298352,0.0006144973,0.00004253342,0.000116667,0.0005354208],"genre_scores_gemma":[0.00002023335,0.9895288,0.001069444,0.0003761599,0.0007735493,0.00008467063,0.00005170395,0.00004771248,0.008047729],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7084376,"threshold_uncertainty_score":0.9999067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0657874202392514,"score_gpt":0.4283631498787889,"score_spread":0.3625757296395375,"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."}}