{"id":"W4406266587","doi":"10.25071/2816-8275.24","title":"Front Matter","year":2024,"lang":"en","type":"paratext","venue":"IYARIC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Front (military); Geology; Oceanography","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":["insufficient_payload"],"category_scores_codex":[0.0004943697,0.002103493,0.0007020015,0.001917637,0.002046847,0.006644213,0.0009734194,0.003678535,0.9658595],"category_scores_gemma":[0.001895185,0.0005390774,0.0005964428,0.001334753,0.001062959,0.003520224,0.002657766,0.001850095,0.9569666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023928,"about_ca_system_score_gemma":0.001685523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003183977,"about_ca_topic_score_gemma":0.004521007,"domain_scores_codex":[0.9996291,0.00003066472,0.00001450827,0.0001076392,0.0001299495,0.00008801702],"domain_scores_gemma":[0.9985154,0.0002556162,0.00006151427,0.00009921005,0.0004048598,0.0006633735],"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":[0.0000532156,0.00005729802,0.0002582335,0.0001051237,0.000003753049,0.0001066293,0.0000621896,0.00006569909,0.0004385469,0.006067409,0.8422941,0.1504879],"study_design_scores_gemma":[0.00001462759,0.00001851209,0.0002439817,0.0001172678,0.000002759031,0.00008231051,0.00008919559,0.00007661807,0.0001485303,0.001227948,0.9979722,0.000005962934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003219737,0.0001466423,0.0002891705,0.001253585,0.0009412649,0.0000313574,0.001093809,0.000772599,0.9951497],"genre_scores_gemma":[0.0006834596,0.00009465944,0.0001870315,0.000311521,0.0001029297,0.0000107853,0.0002921801,0.0001577432,0.9981597],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03414047,"threshold_uncertainty_score":0.04869717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01604360227524159,"score_gpt":0.2797235888272486,"score_spread":0.263679986552007,"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."}}