{"id":"W4237269601","doi":"10.14430/arctic4514","title":"Books Received","year":2015,"lang":"en","type":"article","venue":"ARCTIC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geology","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":[],"category_scores_codex":[0.0002087258,0.0000570415,0.00006427311,0.00003674908,0.0000205818,0.00001549782,0.00009450311,0.00002034059,0.0001206163],"category_scores_gemma":[0.0003105579,0.00005326705,0.00002104914,0.00008960217,0.00003735405,0.00008116174,0.00002973571,0.00006787193,0.04419192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014486,"about_ca_system_score_gemma":0.00004746064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003111347,"about_ca_topic_score_gemma":0.0000632221,"domain_scores_codex":[0.9994481,0.00004615768,0.00007101453,0.0001135651,0.0001566225,0.0001645536],"domain_scores_gemma":[0.9994934,0.00002590239,0.00002670332,0.0002361326,0.00007848757,0.0001394423],"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":[0.0007895184,0.000752582,0.3388257,0.00009155621,0.000381641,0.0003577137,0.02130165,0.00064756,0.0814421,0.02035681,0.5143847,0.02066839],"study_design_scores_gemma":[0.005911732,0.0005645015,0.1367154,0.000121994,0.0001630135,0.0002166918,0.001296882,0.003032459,0.01162385,0.06629503,0.7729468,0.001111643],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8827583,0.000148087,0.00001409779,0.0004313415,0.0002835629,0.0001252911,0.000004302921,0.0003043996,0.1159306],"genre_scores_gemma":[0.9954509,6.089599e-7,0.0005581132,0.0002275656,0.00005870265,0.000006490416,0.000003957186,0.00003485325,0.003658881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2585621,"threshold_uncertainty_score":0.9565523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0779380737752901,"score_gpt":0.2864387455074194,"score_spread":0.2085006717321293,"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."}}