{"id":"W2042350676","doi":"10.3138/cmlr.60.4.439","title":"Second Language Pre-service Teachers as Learners: The Language Portfolio Project","year":2004,"lang":"en","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Portfolio; Class (philosophy); Action research; Set (abstract data type); Narrative; Mathematics education; Pedagogy; Computer science; Psychology; Linguistics; Business; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008163438,0.0005617579,0.0006737554,0.001290017,0.007152599,0.005644994,0.001730814,0.001576168,0.002749138],"category_scores_gemma":[0.01192308,0.0004716057,0.0002083979,0.001173517,0.003390755,0.002547258,0.004809527,0.002902874,0.0009447388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00396393,"about_ca_system_score_gemma":0.01388038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01672586,"about_ca_topic_score_gemma":0.04341044,"domain_scores_codex":[0.9945345,0.003487227,0.000146065,0.0003052253,0.0007383685,0.0007886374],"domain_scores_gemma":[0.9932028,0.001935265,0.0005122556,0.0003398084,0.0009187756,0.003091006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001418393,0.001686997,0.01123603,0.0001446857,0.000008905155,0.002138224,0.8308252,0.00008178967,0.001066312,0.002881297,0.005595825,0.144193],"study_design_scores_gemma":[0.0001214043,0.001151466,0.01760414,0.0001852553,0.00001374534,0.001681768,0.8288569,0.0001140687,0.001576926,0.001217674,0.1474394,0.00003718618],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808708,0.001650471,0.001531645,0.003201277,0.0001089272,0.0006072698,0.0000574878,0.00006933414,0.01190269],"genre_scores_gemma":[0.9634231,0.004034589,0.005678377,0.0007875263,0.00004810758,0.001054284,0.000167481,0.00006592015,0.02474065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01672586,"threshold_uncertainty_score":0.0431729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02070018292718897,"score_gpt":0.3306973343246596,"score_spread":0.3099971513974706,"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."}}