{"id":"W3095163032","doi":"10.37213/cjal.2020.31121","title":"Portfolio Based Language Assessment (PBLA) in Language Instruction for Newcomers to Canada (LINC) Programs: Taking Stock of Teachers' Experience","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Applied Linguistics","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Summative assessment; Formative assessment; Portfolio; Mathematics education; Psychological intervention; Psychology; Medical education; Medicine; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003956839,0.0001179133,0.0002687964,0.0001684447,0.0001443719,0.00006199056,0.0003531259,0.00006696726,0.00006108105],"category_scores_gemma":[0.0008941697,0.0001286077,0.00005631097,0.0004521422,0.00008189947,0.00001924053,0.0000115913,0.0002107331,2.637621e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006843444,"about_ca_system_score_gemma":0.005986681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5783837,"about_ca_topic_score_gemma":0.9345977,"domain_scores_codex":[0.9986032,0.00002957184,0.000443512,0.0001453728,0.0004148677,0.000363536],"domain_scores_gemma":[0.9985775,0.00007480029,0.0003963187,0.00008753205,0.0002189442,0.0006448439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002442343,0.0001192339,0.2898646,0.0001622445,0.0001476935,0.0004765236,0.5979195,0.002974344,0.001043477,0.02105975,0.004099901,0.08188847],"study_design_scores_gemma":[0.003019161,0.0004431839,0.02622311,0.0002266449,0.0001142808,0.000001630164,0.7814806,0.000978904,0.0006308618,0.00008996797,0.1861082,0.0006834161],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773196,0.00005591576,0.0008820376,0.0005605702,0.000923278,0.0006623691,0.00002722825,0.000009675405,0.01955935],"genre_scores_gemma":[0.9888843,0.000001476541,0.009767029,0.000517119,0.000767834,0.00001336904,0.000008375755,0.00001521368,0.00002533359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.356214,"threshold_uncertainty_score":0.9996485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03401772351194283,"score_gpt":0.3417525953542144,"score_spread":0.3077348718422716,"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."}}