{"id":"W4394889047","doi":"10.15215/aupress/9781897425572-fm","title":"Frontmatter","year":2010,"lang":"en","type":"book-chapter","venue":"Athabasca University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Workers Compensation Board 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001709575,0.001492533,0.0007842455,0.001859824,0.001494217,0.003551839,0.001149919,0.00140736,0.8857152],"category_scores_gemma":[0.0005894545,0.0006043262,0.0005091397,0.001591957,0.0003506581,0.002864123,0.002304438,0.001310694,0.8418839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006155355,"about_ca_system_score_gemma":0.0005241638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002631068,"about_ca_topic_score_gemma":0.01004542,"domain_scores_codex":[0.9998179,0.00001264862,0.000006395852,0.00004628614,0.00007906788,0.00003771407],"domain_scores_gemma":[0.9997438,0.00005450544,0.00001156468,0.00004920664,0.00007453706,0.00006653354],"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":[0.00005366336,0.00005434343,0.0001487356,0.0001474702,0.000003596987,0.0001132661,0.0001167039,0.0001195868,0.0008005965,0.004907315,0.6944867,0.299048],"study_design_scores_gemma":[0.000005743309,0.0000108869,0.0002771026,0.0000550079,0.000002553164,0.0001057112,0.0000662739,0.0000820054,0.0002210199,0.000949689,0.9982186,0.000005406212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003278575,0.0004884159,0.0004905759,0.0001671949,0.0002431834,0.00002313003,0.0006623465,0.0008377366,0.9967596],"genre_scores_gemma":[0.0004766746,0.0001338705,0.000118239,0.00006442068,0.00001873539,0.00000645205,0.0002199818,0.0001577394,0.998804],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1142848,"threshold_uncertainty_score":0.1630133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100480163061337,"score_gpt":0.1984600938984407,"score_spread":0.1774552922678274,"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."}}