{"id":"W892884860","doi":"","title":"Plotting a route to effective web-based avalanche education tools using geovisualization principles","year":2009,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geovisualization; Computer science; Web application; Data science; World Wide Web; Visualization; Data mining; Information visualization","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005005498,0.0003315918,0.0001246092,0.0005030548,0.0002622168,0.001113717,0.0005371735,0.0003929178,0.01476108],"category_scores_gemma":[0.002270909,0.0001357471,0.0001693592,0.0003349443,0.0002681694,0.0008723543,0.0006905648,0.0004232684,0.00148056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002573514,"about_ca_system_score_gemma":0.0005696915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001622851,"about_ca_topic_score_gemma":0.00385946,"domain_scores_codex":[0.9998544,0.00005981037,0.00000601998,0.00002033199,0.00003715499,0.00002217648],"domain_scores_gemma":[0.9992581,0.0004533202,0.00004318099,0.0000699155,0.0001040466,0.00007158025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002877693,0.002135358,0.008708489,0.000800563,0.00002148263,0.0003544108,0.01435746,0.007504691,0.05927026,0.008336253,0.01180808,0.8864152],"study_design_scores_gemma":[0.0006899353,0.005951844,0.1642193,0.001764594,0.0002250242,0.001506742,0.0341424,0.06195921,0.1599907,0.03121728,0.5380896,0.0002432806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6984351,0.000731268,0.1894649,0.001126584,0.00005814643,0.0006891166,0.0002285978,0.004546934,0.1047194],"genre_scores_gemma":[0.7262335,0.001085646,0.2366395,0.0001624823,0.00001964224,0.0003074384,0.0003008557,0.0002398183,0.03501106],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01476108,"threshold_uncertainty_score":0.04938066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01181963675084938,"score_gpt":0.2407429619316825,"score_spread":0.2289233251808331,"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."}}