{"id":"W4290989126","doi":"10.26522/brocked.v31i1.822","title":"Graduate Literacy Students’ Reading Completion","year":2021,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Literacy; Mathematics education; Class (philosophy); Action research; Psychology; Medical education; Graduate students; Pedagogy; Computer science; Medicine; Political 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":[],"category_scores_codex":[0.0004750591,0.0000646748,0.00008509638,0.00007772572,0.001053912,0.0007335672,0.0001885553,0.00003765555,0.001672676],"category_scores_gemma":[0.001040689,0.00006834384,0.00005187522,0.0003013822,0.00003949878,0.0003015365,0.00002394676,0.0002313235,0.0001882598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002657834,"about_ca_system_score_gemma":0.002497626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000285838,"about_ca_topic_score_gemma":0.00001370545,"domain_scores_codex":[0.9984468,0.0003051545,0.000254404,0.0001285946,0.0006540758,0.0002109898],"domain_scores_gemma":[0.9984336,0.00008699546,0.00008784196,0.00008808363,0.0009701514,0.000333347],"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":[0.00001300446,0.002075025,0.1058253,0.00003675158,0.00007768197,0.00001515896,0.1643422,0.00000464092,0.0006673876,0.1742492,0.3707434,0.1819503],"study_design_scores_gemma":[0.0001481152,0.000008512525,0.1031915,0.0001379462,0.0000145532,0.00009382985,0.03559069,0.000001138367,0.0001165094,0.04123323,0.8193145,0.0001494259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8713673,0.0005881227,0.004106277,0.05915775,0.01231705,0.00018333,0.000001276158,0.0001024603,0.05217643],"genre_scores_gemma":[0.9424129,0.0004912469,0.009018336,0.005434325,0.001848639,0.00001200853,0.00001909492,0.00001050308,0.04075297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4485712,"threshold_uncertainty_score":0.9992399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06327796221685858,"score_gpt":0.4193543439490921,"score_spread":0.3560763817322335,"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."}}