{"id":"W4389954754","doi":"10.21810/sfuer.v15i1.6164","title":"Decoding","year":2023,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003088583,0.0008582768,0.0006089651,0.00200098,0.00185921,0.005435196,0.001341193,0.002398293,0.02664785],"category_scores_gemma":[0.01557906,0.0002470924,0.0005920883,0.001935827,0.004713076,0.005917565,0.003887515,0.003509678,0.01243425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00193028,"about_ca_system_score_gemma":0.005721481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005123931,"about_ca_topic_score_gemma":0.006761356,"domain_scores_codex":[0.9966813,0.001688035,0.0002799273,0.0004271664,0.0006928566,0.0002308072],"domain_scores_gemma":[0.9946173,0.002858008,0.0003561849,0.0005843069,0.001359527,0.0002248032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009640634,0.00004472532,0.0007886385,0.003847852,0.00004414225,0.000696819,0.02047058,0.0002754814,0.001384696,0.2030558,0.1174842,0.6518106],"study_design_scores_gemma":[0.000005841234,0.00002937027,0.0004275548,0.002224549,0.00001826931,0.0007849708,0.003557211,0.00006906151,0.0007559234,0.014424,0.9776889,0.00001432602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01803522,0.1796101,0.06006537,0.06549887,0.01105681,0.0003914091,0.001556369,0.000917787,0.6628681],"genre_scores_gemma":[0.3159723,0.3100309,0.03757183,0.0297471,0.004013147,0.0005925528,0.002778977,0.00142764,0.2978655],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02664785,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08408520593928845,"score_gpt":0.3424281901730594,"score_spread":0.258342984233771,"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."}}