{"id":"W4409874709","doi":"10.51952/9781447371564.fm001","title":"Front Matter","year":2025,"lang":"en","type":"paratext","venue":"Policy Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McMaster University","keywords":"Front (military); Geology; Oceanography","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":[0.0005226969,0.001655995,0.0008820986,0.001547396,0.00241568,0.006587272,0.001298137,0.006472431,0.9382219],"category_scores_gemma":[0.001684226,0.0007873665,0.0007899405,0.001172845,0.001234303,0.001935291,0.002222544,0.002681103,0.9009559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001524003,"about_ca_system_score_gemma":0.002571671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006892699,"about_ca_topic_score_gemma":0.009039024,"domain_scores_codex":[0.9996014,0.00003073489,0.00001244968,0.00008188174,0.0001600649,0.0001136091],"domain_scores_gemma":[0.9993501,0.0001373764,0.0000309619,0.00005840174,0.0001710163,0.0002519826],"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":[0.00009797028,0.00006611045,0.0001108533,0.0001539197,0.000005684636,0.00007334934,0.00003194391,0.0000766619,0.0003618123,0.005671264,0.9410954,0.05225507],"study_design_scores_gemma":[0.00002801535,0.00001789352,0.0003248866,0.0001291653,0.000002813131,0.00002755023,0.00006542489,0.00006133885,0.0001285338,0.001238584,0.9979703,0.000005411722],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003053303,0.0003184428,0.000101049,0.002202624,0.001742546,0.00004527929,0.001850219,0.0003076752,0.9931267],"genre_scores_gemma":[0.0005815379,0.0001363051,0.0000356929,0.0006039467,0.0001289636,0.00001290412,0.0002927869,0.00004389411,0.998164],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06177813,"threshold_uncertainty_score":0.08811903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04008452091691819,"score_gpt":0.3351159567859072,"score_spread":0.2950314358689891,"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."}}