{"id":"W7080135979","doi":"10.25316/ir-20452","title":"ATR Process Geomatics: Process, Content, and Style","year":2025,"lang":"en","type":"dissertation","venue":"VIUSpace (Vancouver Island University Library)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geomatics; Portfolio; Process (computing); Knowledge transfer; Surveyor; Human geography","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":[0.00004648948,0.0003582422,0.000396792,0.000209277,0.0003067349,0.0001728331,0.001046308,0.0003519211,0.00008712976],"category_scores_gemma":[0.0000456981,0.0003606,0.00009088746,0.0005776756,0.00004532884,0.001406276,0.0002278561,0.0003689327,0.000007041571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002329945,"about_ca_system_score_gemma":0.0004157318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004173097,"about_ca_topic_score_gemma":0.01408456,"domain_scores_codex":[0.9984838,0.00004489378,0.0001781339,0.0006965068,0.0002494225,0.0003472341],"domain_scores_gemma":[0.9989312,0.0000772539,0.0002658086,0.0004395626,0.0001557197,0.0001304227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001298465,0.0001115724,0.001242593,0.002838,0.0001633856,0.0001813929,0.006161833,0.00009534915,0.00003830825,0.002950475,0.98436,0.001727207],"study_design_scores_gemma":[0.004392415,0.0003037099,0.002817194,0.002842705,0.0003970421,0.00001536234,0.04725258,0.01312543,0.0105733,0.01850203,0.8966134,0.003164891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03555055,0.0003219405,0.002546608,0.001800471,0.0008593644,0.0004997144,0.00005396783,0.0005082834,0.9578591],"genre_scores_gemma":[0.1277906,0.000181932,0.001154803,0.0001396697,0.00006280698,0.000003259689,0.000132105,0.000009611246,0.8705252],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09224002,"threshold_uncertainty_score":0.9998846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008805104032595963,"score_gpt":0.1940768977587124,"score_spread":0.1852717937261164,"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."}}