{"id":"W4394897792","doi":"10.15215/aupress/9781778290008-fm","title":"Frontmatter","year":2023,"lang":"en","type":"book-chapter","venue":"Athabasca University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Government of Alberta; Government of Canada; Athabasca University","keywords":"Philosophy","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":[0.0001744716,0.0007440642,0.0006977563,0.0005418303,0.0002624642,0.00007216296,0.001205937,0.0007633811,0.001462251],"category_scores_gemma":[0.00001091832,0.0009358912,0.0005709468,0.00001464857,0.0003620491,0.0001701297,0.001253011,0.0009147802,0.03983352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004744718,"about_ca_system_score_gemma":0.0001290421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008645718,"about_ca_topic_score_gemma":0.0002581043,"domain_scores_codex":[0.9973239,0.0000573945,0.000270844,0.001009213,0.0007282475,0.0006103981],"domain_scores_gemma":[0.9976939,0.0001421405,0.0003745678,0.001301822,0.0001899116,0.0002976595],"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":[0.0001145063,0.000009302868,0.000006412709,0.00007094659,0.000500069,0.001247424,0.0002421255,0.000002167395,0.00003771526,0.4176387,0.5794155,0.000715144],"study_design_scores_gemma":[0.0007593563,0.00004491208,0.00005177387,0.000284397,0.0004745504,0.00001484353,0.00003156393,0.00002139807,0.00007455162,0.0009128092,0.996389,0.0009407839],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004735452,0.00003732111,0.00004050669,0.00002347422,0.0004653381,0.0005805882,0.001871442,0.001648532,0.9952855],"genre_scores_gemma":[0.0001451091,0.00001196956,0.0001329355,0.00007959582,0.0002349953,0.000001121808,0.0001761227,0.0005119432,0.9987062],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4169735,"threshold_uncertainty_score":0.9994506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03600022654192601,"score_gpt":0.2099939819631633,"score_spread":0.1739937554212373,"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."}}