{"id":"W4386343185","doi":"10.1515/9780888646187-fm","title":"Frontmatter","year":2012,"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":"Government of Canada; Social Sciences and Humanities Research Council of Canada; University of Alberta; Canada Council for the Arts; Federation for the Humanities and Social Sciences; Government of Alberta","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002227542,0.001637289,0.000911399,0.002165403,0.002280244,0.005045194,0.00139321,0.00166601,0.8618377],"category_scores_gemma":[0.000644816,0.0006843056,0.0004773781,0.002480713,0.0005255475,0.00244948,0.001995733,0.00154878,0.7768018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001842691,"about_ca_system_score_gemma":0.001858945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03852042,"about_ca_topic_score_gemma":0.156282,"domain_scores_codex":[0.9997665,0.00001226489,0.000005033835,0.00004806112,0.0001163405,0.00005183792],"domain_scores_gemma":[0.9996568,0.00004313063,0.00001037147,0.00004566028,0.0001319855,0.0001120012],"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":[0.00003444242,0.0000319129,0.0001073568,0.0001129026,0.000002248163,0.00006876201,0.0001278678,0.00009840343,0.0004106855,0.004157932,0.8132051,0.1816425],"study_design_scores_gemma":[0.000003967663,0.000006052053,0.0002377659,0.00005654392,0.000002147407,0.00004174651,0.00008905266,0.00004389766,0.0001112845,0.0006048098,0.9987981,0.000004610548],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001961214,0.0007740222,0.0003171172,0.0001708508,0.0003163373,0.0000167401,0.0005124222,0.0006036375,0.9970927],"genre_scores_gemma":[0.0002841105,0.0001469185,0.00007941101,0.0000398618,0.00001361867,0.000002615027,0.0001484127,0.00009085227,0.9991942],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1381623,"threshold_uncertainty_score":0.1970716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02495819659036345,"score_gpt":0.1908650883276191,"score_spread":0.1659068917372556,"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."}}