{"id":"W4237029429","doi":"10.1190/tle28101170.1","title":"A column by Lee Lawyer with stories about geophysics and geophysicists","year":2009,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Download; Nothing; Column (typography); Citation; Law; Political science; Engineering; Computer science; World Wide Web; Philosophy; Connection (principal bundle); Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001172086,0.0001029553,0.0001535745,0.00001422664,0.000260579,0.00008120766,0.0001393738,0.00003217215,0.00004946105],"category_scores_gemma":[0.000009799542,0.00005667283,0.0000295419,0.0001564982,0.0001058428,0.0000835705,0.000005051056,0.000126421,0.0001824658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001751568,"about_ca_system_score_gemma":0.000008044235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008762777,"about_ca_topic_score_gemma":0.000503585,"domain_scores_codex":[0.9993566,0.00003478645,0.00007902816,0.0001772734,0.0001333377,0.000218997],"domain_scores_gemma":[0.9996617,0.00007540399,0.00003915465,0.0001437391,0.00002230072,0.00005764887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002840807,0.0001697106,0.3511735,0.00004854174,0.0002460251,0.00003688965,0.007172531,0.02055763,0.001042118,0.002344781,0.04319118,0.573733],"study_design_scores_gemma":[0.0008371196,0.001328647,0.8745949,0.00009793711,0.0002737843,0.00002896637,0.0006134955,0.05379624,0.0002294282,0.01675667,0.05049158,0.0009512613],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923009,0.0007886012,0.0003750306,0.001189989,0.0000493879,0.0000516314,0.00001504317,0.00005042688,0.005179001],"genre_scores_gemma":[0.9957418,0.00004525172,0.0001407367,0.0007678272,0.0001335688,4.313018e-7,0.00002392671,0.000001766637,0.003144708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5727817,"threshold_uncertainty_score":0.2345289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131264895301192,"score_gpt":0.2052359631345981,"score_spread":0.1939233141815862,"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."}}