{"id":"W2130865420","doi":"10.18806/tesl.v30i1.1126","title":"Implementing Portfolio-Based Language Assessment in LINC Programs: Benefits and Challenges","year":2013,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Portfolio; Context (archaeology); Political science; Library science; Sociology; Computer science; Geography; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02838203,0.0005878073,0.0004378913,0.001467834,0.004554271,0.009800118,0.002888713,0.001063882,0.002535996],"category_scores_gemma":[0.0537551,0.0004063468,0.0003908415,0.002090946,0.002240151,0.004103722,0.006405095,0.002091995,0.0006416555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02304701,"about_ca_system_score_gemma":0.09298676,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3649388,"about_ca_topic_score_gemma":0.5357469,"domain_scores_codex":[0.9709991,0.015308,0.001111178,0.001253511,0.008595816,0.002732296],"domain_scores_gemma":[0.9603181,0.01331134,0.002814013,0.003101829,0.01277855,0.007676114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002265096,0.001569042,0.05621332,0.0007003653,0.00004828508,0.0003371178,0.03646244,0.002677264,0.001724019,0.006275472,0.00588835,0.8878777],"study_design_scores_gemma":[0.0005219237,0.004548038,0.3263966,0.006718248,0.0002892159,0.001075957,0.29966,0.03589271,0.01445921,0.02565894,0.2841101,0.0006691048],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8714,0.002249767,0.04136638,0.02813334,0.0002241623,0.002690926,0.0002499348,0.0008852782,0.05280025],"genre_scores_gemma":[0.9061616,0.001613874,0.08256368,0.001001375,0.00003554391,0.0009410685,0.0001960857,0.0000635636,0.0074232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6350611,"threshold_uncertainty_score":0.7256293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03242088695612514,"score_gpt":0.2399072056338631,"score_spread":0.207486318677738,"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."}}