{"id":"W4385583136","doi":"10.59962/9780774864688-fm","title":"Front Matter","year":2020,"lang":"en","type":"paratext","venue":"University of British Columbia Press eBooks","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Government of Canada","keywords":"Front (military); Geology; Oceanography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000108508,0.00007122904,0.0003358891,0.00001342051,0.0005534827,0.0001313175,0.0008350185,0.0002399745,0.01391916],"category_scores_gemma":[0.00001508564,0.0001854131,0.0001337635,0.00001572825,0.0005429731,0.00004939855,0.0004169267,0.0002642418,0.001366576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008299498,"about_ca_system_score_gemma":0.0001856179,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8233955,"about_ca_topic_score_gemma":0.6930945,"domain_scores_codex":[0.9988391,0.0002333874,0.0001332738,0.0002562316,0.0003203541,0.0002176157],"domain_scores_gemma":[0.9991686,0.00006145034,0.0002115153,0.0002742891,0.0001599447,0.0001241824],"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":[0.000005166303,0.00001426397,0.00004281543,0.00006241786,0.00006187215,0.0000122543,0.004361525,3.08026e-7,8.445017e-7,0.00002432242,0.985916,0.009498185],"study_design_scores_gemma":[0.0002039007,0.00001698184,0.0003603049,0.0001843681,0.00005817276,5.849031e-7,0.003049355,0.000002454625,4.005507e-7,0.00002706672,0.9959229,0.0001735634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004447172,0.001142973,0.00003491421,0.0002424626,0.000564763,0.0003505095,0.0004244118,0.00002696206,0.9967683],"genre_scores_gemma":[0.004171519,0.004152997,0.0002163474,0.0001537193,0.0001821236,0.000001311702,0.00005757714,0.00001294162,0.9910514],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.130301,"threshold_uncertainty_score":0.999411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02357905605277773,"score_gpt":0.2255727134346014,"score_spread":0.2019936573818237,"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."}}