{"id":"W4200140219","doi":"10.3138/9781487536657-001","title":"Foreword","year":2021,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Intelligence, Security, War Strategy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008239135,0.00100766,0.0008899872,0.001991977,0.003865609,0.008096486,0.001958324,0.003493564,0.6054906],"category_scores_gemma":[0.005309057,0.0004000331,0.0006869115,0.002526893,0.001103524,0.005512292,0.003717503,0.004031591,0.5320425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004287752,"about_ca_system_score_gemma":0.006145132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01430868,"about_ca_topic_score_gemma":0.02231707,"domain_scores_codex":[0.9984425,0.000141243,0.0000793985,0.0002788302,0.0008378899,0.000220128],"domain_scores_gemma":[0.9976304,0.0002711613,0.00007742265,0.0002130099,0.001344687,0.0004632914],"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":[0.00001196415,0.00000994881,0.00005414372,0.0000958433,0.000001576829,0.00004077312,0.00008570609,0.0000188021,0.00008311317,0.008279175,0.9610876,0.0302313],"study_design_scores_gemma":[0.000001099569,0.00000258565,0.00004994307,0.00004940337,5.330683e-7,0.00002989732,0.00005291425,0.000005575525,0.00002299581,0.0005058026,0.9992775,0.000001701721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004204368,0.00607284,0.001258487,0.017648,0.03535214,0.0001685464,0.003088194,0.0007975631,0.9351938],"genre_scores_gemma":[0.002063263,0.00351163,0.0005568505,0.006325503,0.004086968,0.00006892465,0.002156562,0.0005064948,0.9807237],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3945094,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03912984948572715,"score_gpt":0.2568433271156539,"score_spread":0.2177134776299268,"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."}}