{"id":"W4389693756","doi":"10.1515/9780889777354-fm","title":"Frontmatter","year":2020,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002043412,0.00147678,0.0009608965,0.001990821,0.001410522,0.003895679,0.001091607,0.001529984,0.8970789],"category_scores_gemma":[0.0007522721,0.0006571681,0.0005347869,0.00187088,0.0003981438,0.002907363,0.002514477,0.001540949,0.8629515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005790242,"about_ca_system_score_gemma":0.0004845446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001982551,"about_ca_topic_score_gemma":0.006681082,"domain_scores_codex":[0.999797,0.00001906801,0.000007295967,0.00005429713,0.00008236554,0.00003995594],"domain_scores_gemma":[0.9997446,0.00005372406,0.00001172385,0.0000534378,0.00006855832,0.00006803278],"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":[0.00005288159,0.00005204879,0.0001092813,0.0001971677,0.00000394694,0.00008006294,0.0001070575,0.0001031425,0.0005256996,0.005178262,0.7883869,0.2052037],"study_design_scores_gemma":[0.000005837839,0.00001211566,0.0002229472,0.00007670998,0.000002285564,0.00006548944,0.00005616597,0.00004431359,0.0001359823,0.000790568,0.9985834,0.000004023427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002551967,0.0009484392,0.0002570155,0.0001871191,0.0003435126,0.00002320637,0.0007593706,0.000545486,0.9966807],"genre_scores_gemma":[0.0004373199,0.0002233554,0.0000795372,0.00006688927,0.0000294784,0.000007073008,0.0002415849,0.0001407106,0.998774],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1029211,"threshold_uncertainty_score":0.1468044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03276081982673144,"score_gpt":0.1935428892779734,"score_spread":0.160782069451242,"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."}}