{"id":"W4252145383","doi":"10.29173/pathways15","title":"Front Matter","year":2020,"lang":"en","type":"paratext","venue":"Pathways","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Front (military); Geology; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"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":[0.0001065097,0.0005798883,0.0007194562,0.0001442058,0.00007663473,0.0001142512,0.0006488583,0.0004471651,0.3566694],"category_scores_gemma":[0.00002620781,0.0005605433,0.0002762864,0.0001440112,0.00006407635,0.00007359141,0.0002890425,0.0008291093,0.9980091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002215906,"about_ca_system_score_gemma":0.0002131376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005337318,"about_ca_topic_score_gemma":0.000007363858,"domain_scores_codex":[0.997609,0.0001265771,0.0003984563,0.0008022508,0.000491599,0.0005721399],"domain_scores_gemma":[0.9985843,0.00004007241,0.0002734965,0.0007651009,0.00006798375,0.0002690433],"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":[0.00002383865,0.00003275982,0.00002271088,0.0001548887,0.00007861426,0.00005463184,0.0003900861,0.00001247371,0.003750989,0.00002072255,0.99529,0.0001683284],"study_design_scores_gemma":[0.0002392202,0.00003437766,0.0001024588,0.0001082656,0.00005340424,0.000009616783,0.00002275864,0.00004336517,0.001682341,0.00006344581,0.9970106,0.0006301062],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001380463,0.002272167,0.0001887804,0.0002335632,0.00328451,0.0004130042,0.007347248,0.0002265367,0.9858962],"genre_scores_gemma":[0.006707967,0.00009113531,0.000943656,0.004364689,0.004677008,0.0002480275,0.005956265,0.001154035,0.9758572],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6413397,"threshold_uncertainty_score":0.9996846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715678973238749,"score_gpt":0.2472212643911237,"score_spread":0.2100644746587362,"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."}}