{"id":"W4205682383","doi":"10.1190/tle24020208.1","title":"Reviews","year":2005,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Veterinarians of British Columbia","funders":"","keywords":"Memoir; Art history; Interpretation (philosophy); Library science; Geology; Philosophy; Classics; History; Computer science","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":[],"category_scores_codex":[0.0004637438,0.00005357498,0.00007476209,0.000009027691,0.0001036151,0.00004037898,0.0007047039,0.00002074832,0.00003785121],"category_scores_gemma":[0.00009456046,0.00003236447,0.0000353651,0.0001210495,0.00002308975,0.00009846397,0.0001224399,0.00009535031,0.001947474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001051838,"about_ca_system_score_gemma":0.000006746956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.473357e-7,"about_ca_topic_score_gemma":0.000001085007,"domain_scores_codex":[0.9995492,0.00003582181,0.0000925487,0.000123268,0.00005139449,0.0001478039],"domain_scores_gemma":[0.9994595,0.0000464874,0.00003678182,0.0004194994,0.00001395316,0.0000237664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001058498,0.00002552842,0.0001810535,0.0000279171,0.000007025733,0.000003810513,0.002434641,0.0002171608,0.00642207,0.09096427,0.4253063,0.4744092],"study_design_scores_gemma":[0.00002892741,0.000003516092,0.00007002515,0.00001248566,0.000001210646,0.00001366868,0.000002872616,0.002996927,0.003292066,0.002289157,0.991239,0.00005012471],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00299185,0.002949839,0.1234111,0.1142507,0.000506945,0.0002057195,1.897659e-7,0.0003284544,0.7553552],"genre_scores_gemma":[0.8488725,0.0001392349,0.01494221,0.004569914,0.0007824489,0.00001828104,6.398165e-7,0.00000222059,0.1306726],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8458806,"threshold_uncertainty_score":0.9988296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04055927145958885,"score_gpt":0.2680643220031407,"score_spread":0.2275050505435519,"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."}}