{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002839921,0.0000739351,0.0001113541,0.0000718782,0.0001904654,0.00007021568,0.0001080512,0.00001109161,0.01531262],"category_scores_gemma":[0.0003015449,0.0000620393,0.00006219621,0.0001070441,0.00004283069,0.0001981797,0.00001258702,0.00005709561,0.008333378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003426396,"about_ca_system_score_gemma":0.000234306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003195273,"about_ca_topic_score_gemma":0.0000235145,"domain_scores_codex":[0.9993386,0.00002873309,0.0002003046,0.0001308375,0.0001522433,0.0001493217],"domain_scores_gemma":[0.9994321,0.0001753086,0.00005848384,0.0001450775,0.0001253247,0.00006374295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[4.074481e-7,0.00003554988,0.0002696396,0.0009281365,0.000008840969,1.951441e-7,0.04704469,1.203706e-7,5.137351e-7,0.1443505,0.7830336,0.02432779],"study_design_scores_gemma":[0.00002515975,0.000004814423,0.001109755,0.0008967962,0.00001940443,0.00000168962,0.003048808,0.000005073324,0.000001584144,0.01014085,0.9846599,0.00008614437],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1632835,0.261347,0.000008264074,0.23283,0.03077663,0.001416587,0.00008712241,0.000533137,0.3097178],"genre_scores_gemma":[0.4412126,0.1655354,0.0005294606,0.03081861,0.02344958,0.001000432,0.002458077,0.00008418928,0.3349116],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2779291,"threshold_uncertainty_score":0.9924387,"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."}}