{"id":"W4389678918","doi":"10.1515/9780889773288-fm","title":"Frontmatter","year":2014,"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":"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":[0.0001336267,0.0004314727,0.0006871485,0.0002719074,0.0001124111,0.00001482785,0.0008671466,0.0005138396,0.001065659],"category_scores_gemma":[0.000004870307,0.0005511549,0.0003497734,0.000003068247,0.0007197546,0.0000497082,0.0004172107,0.0004485828,0.004311417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001457217,"about_ca_system_score_gemma":0.00006875581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003185568,"about_ca_topic_score_gemma":0.0001288617,"domain_scores_codex":[0.9985636,0.00004282136,0.0001080799,0.0005344681,0.0004572321,0.0002937721],"domain_scores_gemma":[0.9979241,0.00005765456,0.0005895472,0.001064166,0.0002081547,0.000156386],"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":[0.000133379,0.000004728451,0.000003558579,0.0001445109,0.0002286926,0.00009697767,0.0002926311,0.000003135765,0.00006281999,0.2172573,0.7791834,0.002588859],"study_design_scores_gemma":[0.0007275204,0.00006320793,0.000005288105,0.0003834705,0.0003674121,0.00001024876,0.00001459002,0.00002545578,0.0001213099,0.0008254706,0.9969566,0.0004994492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002821393,0.0001382741,0.0008297042,0.0001257773,0.0001190968,0.0003346353,0.0002252064,0.0002197786,0.9979793],"genre_scores_gemma":[0.0003781857,0.000009280601,0.0006115033,0.00003764454,0.00008955986,1.017317e-7,0.00004372909,0.0001447764,0.9986852],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2177731,"threshold_uncertainty_score":0.9998475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0253503746531483,"score_gpt":0.1916492372158361,"score_spread":0.1662988625626878,"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."}}