{"id":"W4385766269","doi":"10.1111/lit.12350","title":"Elementary students' engagement in transduction and creative and critical thinking","year":2023,"lang":"en","type":"article","venue":"Literacy","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Semiotics; Meaning (existential); Context (archaeology); Curriculum; Critical thinking; Meaning-making; Creativity; Comics; Psychology; Sign (mathematics); Pedagogy; Sociology; Mathematics education; Epistemology; Art; Social psychology; Literature","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":[0.001548669,0.0005391851,0.0005138918,0.001003793,0.001362574,0.005496607,0.0006512335,0.001089289,0.004615746],"category_scores_gemma":[0.004563531,0.0003468184,0.000313725,0.0004871515,0.00305143,0.001269829,0.003350982,0.00200241,0.0008582081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007270177,"about_ca_system_score_gemma":0.0008973458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007812197,"about_ca_topic_score_gemma":0.0009959646,"domain_scores_codex":[0.9988474,0.0004245333,0.00005305465,0.0001568293,0.0002397102,0.0002783993],"domain_scores_gemma":[0.9978563,0.000989421,0.0003139428,0.000179968,0.000204148,0.0004562855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003919769,0.003119409,0.08663914,0.0004477418,0.00005156659,0.002483028,0.7321666,0.0007616729,0.04998988,0.0208195,0.002278574,0.1008509],"study_design_scores_gemma":[0.0001456701,0.0034376,0.2191804,0.0008355777,0.0001531781,0.003919439,0.5801457,0.005299121,0.05377459,0.0352869,0.09754939,0.0002723771],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891133,0.00007169524,0.0009810528,0.0001505388,0.00000684572,0.00003397088,0.00001236786,0.00003111608,0.009599091],"genre_scores_gemma":[0.9965087,0.00006568904,0.0005983069,0.00002706509,0.000002070844,0.00002807537,0.00001235049,0.000009400681,0.002748338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005496607,"threshold_uncertainty_score":0.01544124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03183511831798551,"score_gpt":0.3317885691951164,"score_spread":0.2999534508771309,"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."}}