{"id":"W2546984042","doi":"10.1075/lsse.2.05lev","title":"CALL design and research","year":2016,"lang":"en","type":"book-chapter","venue":"Language studies, science and engineering","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Engineering ethics; Epistemology; Cognitive science; Sociology; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0179547,0.0006515659,0.0006869376,0.002110506,0.003540663,0.01081939,0.002798124,0.002586306,0.02892084],"category_scores_gemma":[0.02229374,0.0005542245,0.0005733852,0.002692467,0.006130374,0.007461886,0.005756269,0.002749205,0.009318192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006305263,"about_ca_system_score_gemma":0.007030749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001452875,"about_ca_topic_score_gemma":0.002121259,"domain_scores_codex":[0.9772474,0.01485715,0.0006911316,0.001918963,0.004500032,0.0007852181],"domain_scores_gemma":[0.9858534,0.008749004,0.0004148381,0.001766868,0.002092568,0.001123218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002389229,0.0003937013,0.001492808,0.002469107,0.00002245224,0.0002780026,0.02689874,0.001265128,0.003226323,0.5509917,0.04268539,0.3700377],"study_design_scores_gemma":[0.00005826919,0.0003227352,0.00104846,0.0015099,0.00002159576,0.0003131438,0.01153691,0.0008887273,0.001955708,0.07243601,0.9098729,0.00003561109],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03407906,0.01510643,0.2187444,0.01759724,0.00257177,0.005532181,0.0009683244,0.001125929,0.7042747],"genre_scores_gemma":[0.3203744,0.01592807,0.2175976,0.009781682,0.0009044606,0.0152028,0.001374022,0.001347017,0.4174899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02892084,"threshold_uncertainty_score":0.09674984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1551561153886619,"score_gpt":0.4459714169892913,"score_spread":0.2908153016006294,"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."}}