{"id":"W7027333543","doi":"","title":"Core Concepts from Multiliteracies for Language Teachers in Contemporary Times","year":2022,"lang":"en","type":"article","venue":"Stirling Online Research Repository (University of Stirling)","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subpoena; Nucleofection; Filter (signal processing); Hyporeflexia; Limiting; Circumstantial evidence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008102182,0.0001382686,0.0002857703,0.0003375443,0.00112241,0.00007078189,0.0004391898,0.00005211134,0.0004148528],"category_scores_gemma":[0.0001647544,0.0001636426,0.0001214621,0.0001360016,0.0005600295,0.000366844,0.0001900371,0.0005765741,0.000004943504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002147461,"about_ca_system_score_gemma":0.0004859278,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01571359,"about_ca_topic_score_gemma":0.001029191,"domain_scores_codex":[0.9981815,0.0002813098,0.0002702268,0.0003850544,0.0005384124,0.0003434497],"domain_scores_gemma":[0.9981855,0.0009044186,0.0001594638,0.0002886292,0.000351949,0.0001100602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003995898,0.000494003,0.006057508,0.0001118635,0.00006300599,0.00006729946,0.9833062,0.0001289038,0.001580565,0.0005334024,0.004721881,0.002535816],"study_design_scores_gemma":[0.001303354,0.0002725472,0.002219556,0.0001494395,0.00001987125,0.000001729447,0.9465873,0.006313297,0.0001677135,0.0003842218,0.0423746,0.0002063894],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943052,0.002217863,0.00001857852,0.0002982671,0.0007334746,0.0004712814,0.000695278,0.00005951452,0.00120056],"genre_scores_gemma":[0.9850824,0.00002048868,0.0008537428,0.00002637613,0.000658957,0.000007455674,0.0007574508,0.0000206908,0.01257243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03765271,"threshold_uncertainty_score":0.9908409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2005208376063251,"score_gpt":0.380724793567056,"score_spread":0.1802039559607309,"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."}}