{"id":"W4389692708","doi":"10.1515/9780889778481-fm","title":"Frontmatter","year":2022,"lang":"en","type":"book-chapter","venue":"University of Regina Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Medicine","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":[0.0001253578,0.000392615,0.0005891018,0.0003190218,0.000214441,0.00001171393,0.0009951484,0.0002869525,0.01029486],"category_scores_gemma":[0.000003245808,0.0005463813,0.0003693296,0.000005028695,0.0005409395,0.00009076258,0.0009209225,0.0006586426,0.001495414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000313178,"about_ca_system_score_gemma":0.000113893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006478736,"about_ca_topic_score_gemma":0.0001063232,"domain_scores_codex":[0.9984003,0.00005129111,0.0001028325,0.0005526569,0.000610631,0.0002822404],"domain_scores_gemma":[0.9981633,0.00005053349,0.0005502637,0.0009875072,0.0001217035,0.0001266412],"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":[0.0001951778,0.00001008108,0.00000327721,0.0001003752,0.0002885668,0.000374118,0.0005710046,0.000008172391,0.00004674688,0.2381222,0.7590542,0.001226079],"study_design_scores_gemma":[0.0006718899,0.00007611345,0.000003747235,0.0001200239,0.0003553322,0.00001614437,0.00005510243,0.00001061521,0.00004835619,0.0006661005,0.9974976,0.0004789847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002967679,0.000266351,0.00004465148,0.0001617627,0.00015086,0.0003993592,0.0007501215,0.000222047,0.9979752],"genre_scores_gemma":[0.0001268902,0.00002062865,0.0003437178,0.00003274792,0.00004648248,2.751103e-7,0.00009460143,0.0001497382,0.9991849],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2384434,"threshold_uncertainty_score":0.9996988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0292074485336077,"score_gpt":0.1950954258773681,"score_spread":0.1658879773437604,"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."}}