{"id":"W2119348886","doi":"10.1017/s0958344005000418","title":"<i>Inspectable learner reports for web-based language learning</i>","year":2005,"lang":"en","type":"article","venue":"ReCALL","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Journaling file system; Computer science; German; World Wide Web; Web application; Multimedia; Interface (matter); Tracking (education); Psychology; Database; Pedagogy; Linguistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.006751123,0.0009754075,0.0005182521,0.001680021,0.000527388,0.003653896,0.002044974,0.0009894624,0.01737054],"category_scores_gemma":[0.02895891,0.0004994034,0.0004439845,0.0008307303,0.0005694019,0.003038526,0.002457059,0.000893593,0.007259666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003656026,"about_ca_system_score_gemma":0.0005887771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000600141,"about_ca_topic_score_gemma":0.0008449543,"domain_scores_codex":[0.9965411,0.001725508,0.0003845341,0.0003216085,0.0009217486,0.0001055058],"domain_scores_gemma":[0.9670255,0.01691365,0.003595585,0.008652914,0.002591449,0.001220958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001460641,0.0008885445,0.02760867,0.001173547,0.00008100511,0.001589932,0.00656447,0.001195246,0.03723226,0.003959812,0.06958964,0.8486562],"study_design_scores_gemma":[0.0005545676,0.004345053,0.1029167,0.001194607,0.0003881532,0.007597812,0.003544221,0.04470217,0.1799767,0.005744686,0.6482882,0.0007471587],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1530273,0.001084703,0.5977211,0.00278261,0.0004465187,0.001650671,0.005369631,0.212274,0.0256435],"genre_scores_gemma":[0.4326923,0.0007032948,0.5259522,0.0008825584,0.0006949143,0.001637297,0.006930377,0.01057778,0.01992924],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01737054,"threshold_uncertainty_score":0.0581103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01746912971109255,"score_gpt":0.2473908663208383,"score_spread":0.2299217366097458,"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."}}