{"id":"W4240452689","doi":"10.3138/9781442662186-fm","title":"Frontmatter","year":2012,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences; University of Toronto; Ontario Arts Council; Government of Canada; Social Sciences and Humanities Research Council of Canada; Canada Council for the Arts","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001845198,0.001657352,0.0008696343,0.001873034,0.002448438,0.004705053,0.001097542,0.001498449,0.8763884],"category_scores_gemma":[0.0006605491,0.0008293414,0.000460553,0.002626932,0.0005577458,0.002695678,0.002339362,0.001474592,0.7743756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002040487,"about_ca_system_score_gemma":0.001758276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04081846,"about_ca_topic_score_gemma":0.1843059,"domain_scores_codex":[0.9997883,0.00001343623,0.000006083905,0.00004464529,0.00009820751,0.00004930099],"domain_scores_gemma":[0.9997013,0.00003848814,0.00001234451,0.00004981809,0.0001000578,0.0000977926],"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":[0.00002271766,0.00001596699,0.00009152543,0.0001272275,0.000002055177,0.00005881165,0.0001630731,0.00006739761,0.0002700001,0.003897343,0.8827237,0.1125602],"study_design_scores_gemma":[0.000002827073,0.000004524842,0.0002330385,0.00005177815,0.000001807621,0.00003161916,0.00008699106,0.00003009985,0.00007682419,0.0003715308,0.9991054,0.000003508957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002207241,0.001177092,0.0002816043,0.0002360673,0.0003161591,0.00001885484,0.001005583,0.0006050832,0.9961388],"genre_scores_gemma":[0.0003957959,0.000250399,0.00006462335,0.0000399605,0.00001725441,0.00000365112,0.0002289188,0.0001119696,0.9988875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1236116,"threshold_uncertainty_score":0.1763168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.025341396617428,"score_gpt":0.201308834957681,"score_spread":0.1759674383402529,"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."}}