{"id":"W4235432503","doi":"10.1190/tle28101270.1","title":"Reviews","year":2009,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Veterinarians of British Columbia","funders":"","keywords":"Art history; Art; Humanities; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004135654,0.00005366656,0.00007922109,0.000009090717,0.0001012857,0.00004345271,0.0006919737,0.00002070708,0.00001427951],"category_scores_gemma":[0.00010324,0.00003208295,0.00003570418,0.000145888,0.00001572899,0.00007398033,0.00005344257,0.00009280794,0.0006320779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006744153,"about_ca_system_score_gemma":0.000006002435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.21843e-7,"about_ca_topic_score_gemma":1.606442e-7,"domain_scores_codex":[0.9995622,0.00003489818,0.00008555696,0.0001223713,0.00005029717,0.0001446734],"domain_scores_gemma":[0.9994739,0.00003384028,0.00003576391,0.0004194592,0.0000139019,0.00002314814],"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":[0.000001577559,0.00003169188,0.0001033965,0.00001833738,0.000004581583,0.00001187695,0.001982537,0.00005710523,0.01386028,0.2004721,0.3384331,0.4450234],"study_design_scores_gemma":[0.0000346586,0.0000144889,0.0004144856,0.00001980418,0.000001494728,0.0000181991,0.000003157483,0.001153523,0.002968859,0.0272689,0.9680374,0.00006506145],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002277369,0.002087669,0.1240135,0.09642421,0.0004968579,0.0001980746,1.212237e-7,0.0003228705,0.7741793],"genre_scores_gemma":[0.9396499,0.00008931124,0.004805459,0.005327438,0.0002596271,0.000004842809,5.024387e-7,9.2766e-7,0.04986203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9373725,"threshold_uncertainty_score":0.8124293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03927315827629366,"score_gpt":0.2700062535143696,"score_spread":0.230733095238076,"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."}}