{"id":"W4394900868","doi":"10.15215/aupress/9781897425046-fm","title":"Frontmatter","year":2008,"lang":"en","type":"book-chapter","venue":"Athabasca University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"Social Sciences and Humanities Research Council of Canada; Federation for the Humanities and Social Sciences","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008945787,0.0008148509,0.0007574165,0.0004333672,0.0003528281,0.00004300533,0.001174781,0.0008011197,0.002034874],"category_scores_gemma":[0.000006350533,0.001018492,0.0006143864,0.000008985056,0.0005655351,0.0002076453,0.0008826861,0.0009616642,0.01253696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000589747,"about_ca_system_score_gemma":0.0001710111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000785235,"about_ca_topic_score_gemma":0.0001049622,"domain_scores_codex":[0.9973505,0.00005969266,0.0002811737,0.0009918727,0.000729311,0.0005874136],"domain_scores_gemma":[0.9976002,0.00008510026,0.0004276894,0.00133994,0.000216326,0.0003307653],"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":[0.0001820379,0.00002036803,0.00001022803,0.000048847,0.0004930048,0.002050947,0.0004980657,0.000001836366,0.00003638619,0.09033667,0.9054219,0.0008996832],"study_design_scores_gemma":[0.0009680286,0.00005485634,0.00004720925,0.0001887699,0.0003570967,0.00009902546,0.00001514085,0.00001181307,0.0001207539,0.00009091365,0.9970164,0.001029945],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001203362,0.0002130791,0.00004875233,0.00001407633,0.0002572094,0.0005744948,0.001169438,0.0007175385,0.9968851],"genre_scores_gemma":[0.0004309535,0.00005056389,0.0003071972,0.0001202585,0.0002343957,7.506998e-7,0.0001244904,0.0003424037,0.998389],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09159452,"threshold_uncertainty_score":0.9992266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02802614729009449,"score_gpt":0.1969799799343423,"score_spread":0.1689538326442478,"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."}}