{"id":"W4386340322","doi":"10.1515/9781772124965-fm","title":"Frontmatter","year":2019,"lang":"en","type":"book-chapter","venue":"University of Alberta Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Energy; 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":[0.00006942297,0.0004710288,0.0007315616,0.000240087,0.00007949781,0.00001604308,0.0009123896,0.0005802703,0.009094014],"category_scores_gemma":[0.000006015991,0.0005968449,0.0004013175,0.000003210455,0.0003931791,0.00009735941,0.0005468147,0.0004551846,0.02070115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001411802,"about_ca_system_score_gemma":0.0001429465,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01564774,"about_ca_topic_score_gemma":0.005746463,"domain_scores_codex":[0.9984095,0.00002959523,0.0002204368,0.0005951202,0.0004333193,0.0003120585],"domain_scores_gemma":[0.9978561,0.0001801485,0.000527468,0.001125867,0.0001687794,0.0001416075],"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":[0.000484651,0.0000296991,0.00003081029,0.0003010313,0.001098697,0.00006876314,0.003320736,0.00001768219,0.0002421487,0.2831983,0.710305,0.0009024774],"study_design_scores_gemma":[0.0008767909,0.00005877847,0.00001674103,0.0003186774,0.0004352792,0.000005992675,0.00002499085,0.00002418706,0.0001588687,0.0004218624,0.9970862,0.0005716031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001251703,0.00005969574,0.00002130876,0.00001763235,0.0001812871,0.0005074101,0.0002525033,0.00006882512,0.9987662],"genre_scores_gemma":[0.0006570009,0.000004704248,0.0001959513,0.0000487482,0.00005068686,6.478633e-8,0.00009124367,0.0001686928,0.9987829],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2867813,"threshold_uncertainty_score":0.9996483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967739669082992,"score_gpt":0.1861485533914762,"score_spread":0.1664711567006463,"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."}}