{"id":"W4380249614","doi":"10.1515/9780773590212-003","title":"Preface","year":2013,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Defence Research and Development Canada","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":[],"category_scores_codex":[0.000860189,0.0007824755,0.0006666582,0.002792469,0.002655213,0.003488044,0.0012817,0.0009913808,0.6463247],"category_scores_gemma":[0.00515894,0.0003232959,0.0004535373,0.002391864,0.0006334728,0.002262572,0.001996648,0.002141215,0.4797429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002261318,"about_ca_system_score_gemma":0.00304302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0114338,"about_ca_topic_score_gemma":0.01828441,"domain_scores_codex":[0.99939,0.00008000374,0.00002472578,0.00009095514,0.0003514931,0.00006282021],"domain_scores_gemma":[0.9980741,0.0003072059,0.00005712945,0.0001972452,0.001082219,0.0002821719],"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":[0.00001445692,0.00001367638,0.00003479191,0.00006424056,7.458334e-7,0.00001946115,0.00006355793,0.00003082543,0.00005818331,0.005140585,0.9547767,0.0397828],"study_design_scores_gemma":[0.000001952654,0.000004187827,0.00009587464,0.00006959978,6.782722e-7,0.00001351766,0.00005496227,0.0000093404,0.00003185723,0.001245221,0.9984706,0.000002229112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000364752,0.003381304,0.001664149,0.004542464,0.0197542,0.000285959,0.00470244,0.0007352357,0.9645694],"genre_scores_gemma":[0.0008080528,0.001026661,0.0004497296,0.000922147,0.001241251,0.00009587435,0.002024146,0.0002809537,0.9931513],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3536753,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952024875709682,"score_gpt":0.2034515399268611,"score_spread":0.1839312911697643,"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."}}