{"id":"W6907954432","doi":"10.25394/pgs.29665895","title":"<b>Observing Lake Michigan Evaporation Influence on Atmospheric Moisture Using Airborne Measurements of Stable Isotopologues in Water Vapor</b>","year":2025,"lang":"en","type":"dissertation","venue":"Purdue","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Evaporation; Water vapor; Planetary boundary layer; Stable isotope ratio; Moisture; Isotopologue; Isotope; Storm; Hydrology (agriculture)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000349118,0.0003220739,0.0004686683,0.00008291761,0.0001043293,0.00003989666,0.0003295804,0.00045075,0.0003389668],"category_scores_gemma":[0.00009227152,0.000276424,0.00008961004,0.0002998027,0.00003799572,0.0001325268,0.00002939057,0.0003687599,0.0000291712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009309578,"about_ca_system_score_gemma":0.0002301359,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005886905,"about_ca_topic_score_gemma":0.03189008,"domain_scores_codex":[0.998026,0.0001583131,0.0006364225,0.0004930457,0.0002981448,0.0003880999],"domain_scores_gemma":[0.9988615,0.00007196307,0.0003366688,0.0004131242,0.0002792084,0.00003753763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004027501,0.003856882,0.7411646,0.007343783,0.001748522,0.0001278217,0.07876198,0.07316753,0.06743562,0.0121887,0.004857499,0.005319525],"study_design_scores_gemma":[0.0006683175,0.0002008798,0.9682717,0.001124354,0.0001315694,0.000003540962,0.01298666,0.00005948468,0.01153823,0.002885714,0.001543317,0.0005862655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795376,0.0009423066,0.000005352224,0.0001722324,0.00182682,0.0004798601,0.0000267984,0.00003825804,0.01697075],"genre_scores_gemma":[0.9884369,0.00003392382,0.0003796247,0.0001289092,0.0001054848,0.0001201504,0.001691325,0.00003281194,0.009070917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.227107,"threshold_uncertainty_score":0.9999688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06446963403113827,"score_gpt":0.3477697576888569,"score_spread":0.2833001236577187,"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."}}