{"id":"W4386341926","doi":"10.1515/9781772122893-fm","title":"Frontmatter","year":2016,"lang":"en","type":"book-chapter","venue":"University of Alberta Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University 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":[0.0000701668,0.0004623455,0.0006394935,0.0002337177,0.0001049549,0.00001241605,0.0008777606,0.0005353904,0.01117314],"category_scores_gemma":[0.000008135372,0.0004846404,0.0003756754,0.000002456062,0.0006120875,0.0001036175,0.0005110111,0.0002970666,0.01320427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001557154,"about_ca_system_score_gemma":0.00008805349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005731973,"about_ca_topic_score_gemma":0.004172772,"domain_scores_codex":[0.9984408,0.00003127777,0.0002221243,0.0005703347,0.0004062378,0.0003292476],"domain_scores_gemma":[0.9979315,0.0002075871,0.0005157521,0.0009870237,0.000177907,0.0001802692],"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":[0.0004658133,0.00002199249,0.00001275386,0.0001354159,0.0009409506,0.00009166013,0.002092564,9.663792e-7,0.000432989,0.4423564,0.5504245,0.003024026],"study_design_scores_gemma":[0.0009392594,0.00004555508,0.000007990527,0.0004833053,0.0003498256,0.000006584361,0.000011045,0.000002875263,0.0002813431,0.001751943,0.9955753,0.0005449931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004484787,0.00005096135,0.00005466167,0.00003831768,0.0001343432,0.0003476532,0.000361917,0.0000815333,0.9988858],"genre_scores_gemma":[0.0005251784,0.000006320302,0.0001705779,0.00003852006,0.00008405484,1.222222e-7,0.00002869188,0.0001600769,0.9989865],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4451508,"threshold_uncertainty_score":0.9997605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984505707112377,"score_gpt":0.1873006095292477,"score_spread":0.167455552458124,"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."}}