{"id":"W4394889938","doi":"10.15215/aupress/9781771992411-fm","title":"Frontmatter","year":2018,"lang":"en","type":"book-chapter","venue":"Athabasca University Press eBooks","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workers Compensation Board of Alberta","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000103643,0.0002568647,0.0002353466,0.0001516864,0.0002466609,0.0001783387,0.001584783,0.0002340366,0.001482768],"category_scores_gemma":[0.000004788618,0.0002990039,0.0001543989,0.000008828788,0.0001167366,0.0003028295,0.0009627224,0.0004041364,0.001907668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001174095,"about_ca_system_score_gemma":0.0001216387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001386672,"about_ca_topic_score_gemma":0.00001544821,"domain_scores_codex":[0.9987756,0.00003839349,0.0001279522,0.0005463499,0.0002646001,0.0002471217],"domain_scores_gemma":[0.9987497,0.00004497706,0.0001785856,0.0007288785,0.0001423112,0.0001555068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006553678,0.000007558237,0.000004303862,0.00001542994,0.00006033612,0.00004461221,0.001234676,5.236668e-7,0.000003472781,0.7511092,0.2450105,0.002502916],"study_design_scores_gemma":[0.0001858845,0.00004784345,0.00002715247,0.00006994313,0.00002963818,0.000009560908,0.00008947266,0.0001205312,0.00004081876,0.0005572177,0.9984781,0.0003438774],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003232295,0.00001906707,0.004347449,0.0001162392,0.0005631226,0.0001557413,0.000007146602,0.000228848,0.9945301],"genre_scores_gemma":[0.0006102764,0.000007518443,0.002989115,0.0002462246,0.0001776056,3.387177e-7,0.000008337614,0.00002406511,0.9959365],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7534676,"threshold_uncertainty_score":0.9999462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02253660376334698,"score_gpt":0.21314997100394,"score_spread":0.190613367240593,"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."}}