{"id":"W2014903712","doi":"10.1111/cag.12163","title":"What is alt.gis? Introduction to the Special Issue","year":2015,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; Canadian Hydrographic Service","funders":"","keywords":"Geographer; Citation; Library science; Computer science; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001986866,0.0004564334,0.0004609419,0.004323312,0.003415741,0.001139698,0.00113246,0.0002532661,0.0005658095],"category_scores_gemma":[0.0004965961,0.0004032335,0.0003263981,0.0109493,0.002290809,0.001664676,0.0001041638,0.000320042,0.0004976405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000350335,"about_ca_system_score_gemma":0.0006595763,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8444488,"about_ca_topic_score_gemma":0.9980833,"domain_scores_codex":[0.9955941,0.0002496123,0.0006544045,0.0006451149,0.0009682684,0.001888535],"domain_scores_gemma":[0.9949713,0.0001162458,0.0002200987,0.0008977978,0.001244592,0.002549926],"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":[0.00001339759,0.000007602445,0.01016113,0.0000107634,0.0001316724,0.00001085053,0.1131672,0.00003177515,2.263635e-7,0.02067847,0.8438269,0.01195998],"study_design_scores_gemma":[0.0001471919,0.00005973662,0.003490809,0.00002358393,0.00003155467,0.000008245714,0.3086967,0.000001637442,0.0000021774,0.001180021,0.6859977,0.0003607163],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2009638,0.006814565,0.00001065145,0.617721,0.0551207,0.003780215,0.0003056292,0.0005333922,0.1147501],"genre_scores_gemma":[0.8277511,0.01427809,0.0003213396,0.03261287,0.09552708,0.001048838,0.0001720554,0.0001777088,0.02811094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6267873,"threshold_uncertainty_score":0.9998972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01417406852388383,"score_gpt":0.2337403485274624,"score_spread":0.2195662800035785,"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."}}