{"id":"W4233483217","doi":"10.14430/arctic68033","title":"AINA News","year":2019,"lang":"en","type":"article","venue":"ARCTIC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007399254,0.00005269719,0.00006407953,0.00003498255,0.00001552733,0.00001311075,0.00009348689,0.00001779285,0.001654656],"category_scores_gemma":[0.00005096002,0.0000483745,0.00002991213,0.0001305668,0.00001415217,0.00008864887,0.00003026415,0.00006237019,0.3892025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005145263,"about_ca_system_score_gemma":0.00001606748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004478297,"about_ca_topic_score_gemma":0.00008839495,"domain_scores_codex":[0.9995182,0.00002417942,0.00005989858,0.0001234945,0.0001074082,0.000166892],"domain_scores_gemma":[0.9995763,0.00003398627,0.00002283807,0.0003034628,0.00002074403,0.00004263651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004748276,0.0001163629,0.933418,0.00006134615,0.00004878734,0.00001901745,0.000817629,0.0001202695,0.03677675,0.01138767,0.01274996,0.004436725],"study_design_scores_gemma":[0.001589751,0.0001988666,0.6074771,0.00006064635,0.00004196443,0.00004956265,0.0002493559,0.0009440832,0.002273415,0.009726897,0.3769329,0.0004553825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478948,0.00003873154,0.000002432033,0.0002612494,0.0001642639,0.0001173056,0.000001837101,0.0001036906,0.05141566],"genre_scores_gemma":[0.9920545,0.000001096414,0.0001982026,0.0003555978,0.00004242573,0.000003115484,0.000003195908,0.00003431016,0.007307563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3875479,"threshold_uncertainty_score":0.999258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009775960793689703,"score_gpt":0.236109235723546,"score_spread":0.2263332749298563,"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."}}