{"id":"W4394889430","doi":"10.15215/aupress/9781771993050-fm","title":"Frontmatter","year":2020,"lang":"en","type":"book-chapter","venue":"Athabasca University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Athabasca University","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"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":[0.00008369078,0.0007697907,0.0007605287,0.0002582207,0.0002139214,0.00007116082,0.00123618,0.0006498131,0.002261662],"category_scores_gemma":[0.000009392056,0.0009705863,0.0005748264,0.000009846725,0.0003416302,0.0001808237,0.001168018,0.001037891,0.01745714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004424701,"about_ca_system_score_gemma":0.0001444775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004018318,"about_ca_topic_score_gemma":0.00006722021,"domain_scores_codex":[0.9974988,0.00005987189,0.0002647496,0.001059654,0.0006564449,0.0004605283],"domain_scores_gemma":[0.9979095,0.00007687374,0.0003977579,0.001024549,0.000159428,0.0004318674],"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":[0.0002110878,0.00001035557,0.000005431804,0.00008037254,0.0005011281,0.001235298,0.00030387,0.000001060988,0.00008252712,0.439816,0.5570982,0.0006547163],"study_design_scores_gemma":[0.0008735497,0.00007005592,0.00001740007,0.0001795116,0.0005624703,0.00001793901,0.0000252624,0.00002809255,0.0001551091,0.0004923866,0.9966204,0.0009578216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002237889,0.00009520222,0.0001089544,0.00006985675,0.0002290064,0.0005901784,0.001582827,0.0008270759,0.9964745],"genre_scores_gemma":[0.0006601293,0.000006446518,0.0003385128,0.0003121312,0.0002855055,6.557112e-7,0.0001450239,0.0003399891,0.9979116],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4395223,"threshold_uncertainty_score":0.9992744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02863786245365895,"score_gpt":0.1978920158207736,"score_spread":0.1692541533671146,"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."}}