{"id":"W4415171470","doi":"10.3847/psj/ae061a","title":"VIPER Site Analysis","year":2025,"lang":"en","type":"article","venue":"The Planetary Science Journal","topic":"Planetary Science and Exploration","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"National Aeronautics and Space Administration","keywords":"Orbiter; Context (archaeology); VIPeR; Photogrammetry; Impact crater; Pathfinder","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":[0.0009788992,0.00008059783,0.0001104782,0.0003294384,0.00100187,0.0003144885,0.0006218864,0.00001010857,0.0004772125],"category_scores_gemma":[0.000005570742,0.00004754114,0.00007299193,0.002033467,0.0002715812,0.0007813055,0.00003889609,0.0002140793,0.000363575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001356261,"about_ca_system_score_gemma":0.0001922324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001495274,"about_ca_topic_score_gemma":0.00003359524,"domain_scores_codex":[0.9990144,0.00003047492,0.0001714438,0.0001567697,0.0003424813,0.0002843824],"domain_scores_gemma":[0.9995314,0.00004556169,0.00007615059,0.0002130728,0.00004880755,0.00008503688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001500314,0.00002974981,0.9315819,8.539892e-7,0.0001969192,0.000005224743,0.0006612405,0.04978227,0.002742804,0.002263662,0.00533588,0.007384492],"study_design_scores_gemma":[0.0001974283,0.00003633945,0.8842971,0.00001096783,0.0003879091,0.000019768,0.0009159921,0.09147334,0.0004118765,0.009892552,0.01216883,0.0001879267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738659,0.00009117516,0.009045455,0.002301653,0.0004857347,0.00006450743,0.00002254812,0.00001270544,0.01411036],"genre_scores_gemma":[0.998513,0.000007329751,0.0002711643,0.0004071823,0.0001209661,6.499297e-7,0.00007013133,9.276828e-7,0.0006085763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04728483,"threshold_uncertainty_score":0.7705676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007727378797979409,"score_gpt":0.2305711690863601,"score_spread":0.2228437902883807,"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."}}