{"id":"W4246164630","doi":"10.1190/tle29091154.1","title":"Reviews","year":2010,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Biotech (Canada); University of Winnipeg","funders":"","keywords":"Canyon; Philosophy; Humanities; Art; Geology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008468685,0.00004939828,0.00009238943,0.00002308963,0.0002117632,0.00001429096,0.0002823584,0.0000605106,0.002996655],"category_scores_gemma":[0.0001415203,0.00002652848,0.00003023895,0.00009188866,0.000205463,0.00004061839,0.000007547962,0.00042943,0.02147626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.651649e-8,"about_ca_system_score_gemma":0.00001151487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002796253,"about_ca_topic_score_gemma":0.003182577,"domain_scores_codex":[0.9994586,0.0001064281,0.00007811582,0.00009365681,0.00005048763,0.0002127499],"domain_scores_gemma":[0.9994763,0.0002438703,0.00002192796,0.000206549,0.000008808872,0.00004250539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003415958,0.00000146037,0.9864824,0.000003575698,0.000002118091,0.000003020243,0.0001015759,0.000001627147,0.00004913155,0.0003997709,0.006738013,0.006213931],"study_design_scores_gemma":[0.00006173046,0.00002011882,0.5721555,0.000004025796,0.000005406197,0.00009995767,0.00001115051,0.0002380178,0.00009740983,0.002081622,0.4251599,0.00006510917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8543278,0.0009942646,0.00000950129,0.003675093,0.0008769945,0.0001112659,0.000001445248,0.00002828478,0.1399754],"genre_scores_gemma":[0.9928141,0.0001056494,0.0001496436,0.0004966305,0.0001599921,0.000001000497,0.000007350258,9.080755e-7,0.006264686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4184219,"threshold_uncertainty_score":0.9979147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04300232947271351,"score_gpt":0.2899808379597634,"score_spread":0.2469785084870499,"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."}}