{"id":"W2096154653","doi":"10.1111/j.1365-246x.2006.02964.x","title":"Magnetic forward modelling and inversion for high susceptibility","year":2006,"lang":"en","type":"article","venue":"Geophysical Journal International","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Discretization; Underdetermined system; Inverse problem; Conjugate gradient method; Computation; Mathematical analysis; Mathematics; Applied mathematics; Synthetic data; Computer science; Algorithm","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":[0.0001979172,0.0001157096,0.0001544371,0.00005918405,0.0001737027,0.0001201261,0.0001742182,0.00005035217,0.0004320147],"category_scores_gemma":[0.00004501333,0.00008837932,0.0001074883,0.00009856973,0.00006780074,0.0002100214,0.00001545099,0.0002051091,0.00005469783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008479069,"about_ca_system_score_gemma":0.00001860494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009176579,"about_ca_topic_score_gemma":0.00006544201,"domain_scores_codex":[0.9989468,0.0000514916,0.0002291623,0.0002182901,0.0002990751,0.0002551133],"domain_scores_gemma":[0.9992751,0.0003218899,0.00007588645,0.0000611748,0.0001330668,0.0001328426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006513671,0.0003218809,0.03108588,0.0000335413,0.00006810648,0.00002447123,0.00005031621,0.04737165,0.001065154,0.01703298,0.004084131,0.8982105],"study_design_scores_gemma":[0.0005472418,0.0004016289,0.2236043,0.000008826754,0.0000201577,0.00001974322,0.000009588117,0.2736307,0.0002426914,0.4980868,0.003276377,0.0001519527],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9471036,0.00009836986,0.04933267,0.00167553,0.000555273,0.0001077524,0.00004729446,0.00001894387,0.001060577],"genre_scores_gemma":[0.9805583,0.00001666263,0.01713072,0.0001758914,0.001298574,0.000001055126,0.0000496098,0.000003007195,0.0007661458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8980586,"threshold_uncertainty_score":0.4730258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0144285713941597,"score_gpt":0.23336258745055,"score_spread":0.2189340160563903,"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."}}