{"id":"W2509824702","doi":"10.1190/tle35090804.1","title":"Member Services","year":2016,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002018701,0.00005063212,0.00006919711,0.00001661732,0.000110972,0.00002153479,0.0002026975,0.0000246564,0.002336338],"category_scores_gemma":[0.00001370041,0.00001837194,0.00004043743,0.00008196961,0.00003546993,0.00005480362,0.000007262382,0.00003894698,0.007963143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.302869e-7,"about_ca_system_score_gemma":0.000003066433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003147862,"about_ca_topic_score_gemma":0.0008333614,"domain_scores_codex":[0.999553,0.00003659518,0.00006602299,0.0001066962,0.00008275919,0.0001549224],"domain_scores_gemma":[0.9996725,0.0001218296,0.00002140634,0.0001349821,0.00001160868,0.000037661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001551213,0.00000869127,0.5907332,0.00001142598,0.00004465813,0.0000062727,0.0004107182,0.003139117,0.0003409297,0.0003405161,0.004548598,0.4004003],"study_design_scores_gemma":[0.0005867743,0.0001504874,0.4909112,0.0001581085,0.0001457992,0.00002942259,0.0003019355,0.0645567,0.0008784996,0.02948067,0.4121388,0.0006615114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449771,0.000358625,0.0007061884,0.007364216,0.0002245332,0.00002908377,0.000008097095,0.00007921608,0.04625291],"genre_scores_gemma":[0.9900715,0.00003231442,0.00007888409,0.0005145167,0.0001639149,2.081879e-7,0.000002998349,9.186347e-7,0.009134772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4075903,"threshold_uncertainty_score":0.9985757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03148598214042475,"score_gpt":0.2307966989726564,"score_spread":0.1993107168322316,"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."}}