{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008001263,0.0004237502,0.000437926,0.0004271767,0.00003576277,0.000212071,0.0004219853,0.0004355921,0.4712709],"category_scores_gemma":[0.000005548083,0.0003721661,0.0002095423,0.0002692012,0.00004939033,0.00005310396,0.0002205108,0.000857993,0.9995541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003497423,"about_ca_system_score_gemma":0.0001597699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002013759,"about_ca_topic_score_gemma":0.00002086981,"domain_scores_codex":[0.9982268,0.00005874469,0.0002769425,0.0006260552,0.0003624482,0.0004490526],"domain_scores_gemma":[0.9990462,0.0000288499,0.00009811574,0.0006922266,0.00004084976,0.00009377458],"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":[0.000005890513,0.00002296514,0.000008620354,0.0002408239,0.0001379506,0.00005213318,0.00009219999,0.00001557975,0.0001642899,0.0000103852,0.9990624,0.0001867915],"study_design_scores_gemma":[0.00007679794,0.0000120655,0.0001902029,0.0002064736,0.0001448632,0.00002320677,0.000005222038,0.00002202269,0.00005481041,0.0001632776,0.9986706,0.000430464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001460369,0.01809465,0.00002959637,0.000219689,0.01028606,0.0002501072,0.001347195,0.0001759411,0.9694507],"genre_scores_gemma":[0.001536207,0.00004315203,0.0001077312,0.0006062968,0.001711075,0.00008935096,0.0008438548,0.0005268657,0.9945354],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5282831,"threshold_uncertainty_score":0.999873,"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."}}