{"id":"W7015525062","doi":"","title":"Starting From Scratch using QGIS , Tutorial (>1 hr)","year":2021,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zoning; Download; Scratch; Software; Geographic information system; Data format","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":[0.0001770178,0.0003568317,0.0004536675,0.0002992074,0.0002424265,0.000384355,0.0004595749,0.0002531511,0.0002070595],"category_scores_gemma":[0.00004503545,0.0004464516,0.0002408777,0.0008363698,0.00005371138,0.001222006,0.0002192776,0.0005263855,0.0001882759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003508758,"about_ca_system_score_gemma":0.0001048819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000429645,"about_ca_topic_score_gemma":0.002566316,"domain_scores_codex":[0.9979764,0.0002037228,0.0003359018,0.0005293791,0.0004222452,0.000532322],"domain_scores_gemma":[0.9987768,0.00009826266,0.0000940075,0.0005610063,0.0001805664,0.0002893667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004961041,0.00006205404,0.8989832,0.00004296508,0.0004392968,0.001253121,0.0005178013,0.005148881,0.09273518,0.00002663257,0.00001542248,0.0007258788],"study_design_scores_gemma":[0.009269697,0.0002741651,0.6361392,0.001371542,0.003579175,0.00002585893,0.002459831,0.003506833,0.3162494,0.006382892,0.01407112,0.006670259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862654,0.0002988729,0.01165946,0.00007274121,0.0008931169,0.00009447075,0.00006206118,0.0004018336,0.0002520088],"genre_scores_gemma":[0.9961699,0.00004917315,0.0004792587,0.0002502732,0.0006307604,4.47172e-7,0.00006247822,0.00007506851,0.002282681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2628439,"threshold_uncertainty_score":0.9997987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08388437297041143,"score_gpt":0.2727460178768143,"score_spread":0.1888616449064029,"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."}}