{"id":"W323921724","doi":"","title":"Conditionally dependent multiplicative cascade information integration processes in prediction of undiscovered mineral deposits","year":2009,"lang":"en","type":"article","venue":"EGUGA","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Multiplicative function; Cascade; Geology; Computer science; Mathematics; Engineering","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":[0.000102047,0.00006575931,0.00007487925,0.00006665065,0.00003218314,0.00003215166,0.0001825004,0.00005178861,0.000003520963],"category_scores_gemma":[0.0001949131,0.00005981772,0.00001573478,0.0002449601,0.00001503624,0.0009491463,0.00002517286,0.00007116982,0.000004048435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000344054,"about_ca_system_score_gemma":0.00006297591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002307222,"about_ca_topic_score_gemma":0.00004258057,"domain_scores_codex":[0.9993764,0.00001843844,0.0002513536,0.0001133071,0.0001491862,0.00009127382],"domain_scores_gemma":[0.9995199,0.00003240232,0.0001422033,0.0001177471,0.0001660096,0.00002176888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002850817,0.001737416,0.1370362,0.0008301673,0.0001044137,0.0000358749,0.05491733,0.101579,0.4716371,0.1227514,0.004508738,0.1045773],"study_design_scores_gemma":[0.0009119313,0.0001939745,0.6761543,0.0001411268,0.000005287417,0.00003772875,0.0002613187,0.01809415,0.2912843,0.01232172,0.0004249785,0.0001691874],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7507385,0.00004312302,0.2334018,0.002570895,0.0001084306,0.0003857396,0.0000336199,0.00009722522,0.01262069],"genre_scores_gemma":[0.9965028,0.000003973059,0.003159316,0.0001081077,0.00001670394,0.000015127,0.00009853632,4.116092e-7,0.00009502367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5391181,"threshold_uncertainty_score":0.2439296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01063157585503655,"score_gpt":0.222954543878036,"score_spread":0.2123229680229995,"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."}}