{"id":"W2981814573","doi":"10.4095/219815","title":"Geometric Processing of IKONOS Geo Images with DEM","year":2001,"lang":"en","type":"report","venue":"","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer vision; Computer graphics (images); Artificial intelligence; Computer science; Remote sensing; Geography; Geology; Cartography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004934991,0.0002260524,0.0005670842,0.0004549852,0.00008649597,0.00004994636,0.0002448338,0.0002062666,0.007533299],"category_scores_gemma":[0.0001565048,0.0001254982,0.0001341574,0.001243304,0.00008226066,0.00008001757,0.00001100106,0.0002503087,0.00009484836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004474924,"about_ca_system_score_gemma":0.0003562544,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0165488,"about_ca_topic_score_gemma":0.001799269,"domain_scores_codex":[0.9980609,0.00002888001,0.0003941786,0.0004011932,0.0008008336,0.0003139823],"domain_scores_gemma":[0.9988596,0.00008244702,0.0003303794,0.0002054367,0.0004096251,0.0001124763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009874101,0.00002130559,0.5410916,0.0001573774,0.0000718765,0.00003953613,0.000004177454,0.02224567,2.907497e-7,1.752421e-7,0.002712365,0.4336457],"study_design_scores_gemma":[0.0005162648,0.001065923,0.839763,0.0006963921,0.00133399,0.0004398348,0.0003210565,0.0537166,0.00008128834,0.0003406718,0.1000349,0.001690107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04332733,0.01686746,0.01450787,0.0001592578,0.0001652906,0.0001893518,0.0001140736,0.0001414502,0.9245279],"genre_scores_gemma":[0.9662328,0.002895595,0.00338577,0.00003689271,0.0001830746,7.216464e-7,0.0003204934,0.000004825276,0.02693986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9229054,"threshold_uncertainty_score":0.9933739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03990313852965072,"score_gpt":0.2466531129423594,"score_spread":0.2067499744127087,"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."}}