{"id":"W4311611978","doi":"10.1177/13621688221142297","title":"Structured instructional design for integrated language skill development: College students’ perspectives on collaborative reading-to-write activities using a cloud-based tool","year":2022,"lang":"en","type":"article","venue":"Language Teaching Research","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centennial College; Ontario Tech University","funders":"","keywords":"Reading (process); Psychology; Mathematics education; Reading comprehension; Collaborative writing; Intervention (counseling); Thematic analysis; Pedagogy; Qualitative research; Linguistics; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003756925,0.0003518097,0.000246112,0.0005111887,0.0009111532,0.001238797,0.0007718079,0.0004644301,0.0022611],"category_scores_gemma":[0.007618885,0.0001784143,0.0003001452,0.0003558377,0.0007097201,0.0006029214,0.001648091,0.0008058259,0.0003645817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001215443,"about_ca_system_score_gemma":0.004884066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009295798,"about_ca_topic_score_gemma":0.00302072,"domain_scores_codex":[0.9974498,0.001661363,0.0001271847,0.000137615,0.0004077448,0.0002162458],"domain_scores_gemma":[0.9950588,0.002815426,0.0003119459,0.0003236087,0.0006666713,0.0008236328],"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":[0.0007726457,0.009985914,0.02797852,0.002233515,0.00005216811,0.001542295,0.1164897,0.003575757,0.04698579,0.01289651,0.01200927,0.765478],"study_design_scores_gemma":[0.003790803,0.02922206,0.1184447,0.004364048,0.0003922254,0.005189178,0.1912583,0.03115556,0.09703138,0.03057538,0.4882953,0.000281102],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8533348,0.0006388808,0.103833,0.002799918,0.0001446091,0.0032088,0.00009823441,0.0005794054,0.03536227],"genre_scores_gemma":[0.8362121,0.0005329563,0.154745,0.0005523601,0.00002688423,0.001721172,0.0001080198,0.00005662713,0.00604483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003756925,"threshold_uncertainty_score":0.01986873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08171643244029364,"score_gpt":0.4721720842151774,"score_spread":0.3904556517748838,"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."}}