{"id":"W4291120258","doi":"10.3138/9781487529901-fm","title":"Frontmatter","year":2022,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000406509,0.0002253674,0.0003809911,0.00004755899,0.0007682838,0.000006212179,0.0007210809,0.0003489713,0.2107056],"category_scores_gemma":[0.0000263375,0.0002860288,0.0001646817,9.14687e-7,0.0001769074,0.0002333592,0.001007705,0.001009804,0.0008290191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001600719,"about_ca_system_score_gemma":0.0006651736,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2364908,"about_ca_topic_score_gemma":0.01355357,"domain_scores_codex":[0.9981457,0.0002345712,0.0002736822,0.0003959905,0.0006019826,0.0003480788],"domain_scores_gemma":[0.9981406,0.0002185623,0.000514481,0.0007213029,0.0002314004,0.0001736112],"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":[0.0007044754,0.0000933664,0.0006144949,0.0008814288,0.0005384682,0.0000901165,0.03885522,0.000001364301,0.00004106111,0.1963582,0.7486557,0.01316612],"study_design_scores_gemma":[0.0005167725,0.00005509066,0.0006645582,0.00009889447,0.0001176003,0.000001476364,0.001259587,0.000003208836,0.000002576005,0.0002953367,0.9967612,0.0002237133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004965157,0.001310028,0.00001305752,0.0001251475,0.000790113,0.0008755375,0.000255859,0.00006728432,0.9965133],"genre_scores_gemma":[0.00009033797,0.0002799382,0.0001252754,0.0001909589,0.0001591208,0.000003311938,0.00009178543,0.00005395308,0.9990053],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2481055,"threshold_uncertainty_score":0.9999592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0782342226874533,"score_gpt":0.3733266873950354,"score_spread":0.2950924647075821,"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."}}