{"id":"W2996769270","doi":"","title":"CANADIAN BEST PRACTICE HAZARD GUIDELINES FOR PROFESSIONAL GEOSCIENTISTS","year":2012,"lang":"en","type":"article","venue":"2012 GSA Annual Meeting in Charlotte","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Hazard analysis; Environmental planning; Business; Environmental science; Engineering","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":[0.03034907,0.001320129,0.001058551,0.01117297,0.01111261,0.009982868,0.01103151,0.01155771,0.03330012],"category_scores_gemma":[0.0911595,0.001534628,0.00215541,0.01151682,0.005163186,0.003596973,0.005952353,0.009497611,0.008817203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05964138,"about_ca_system_score_gemma":0.3946449,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9352539,"about_ca_topic_score_gemma":0.9672698,"domain_scores_codex":[0.9567001,0.006656682,0.004163613,0.001179665,0.02620268,0.00509721],"domain_scores_gemma":[0.8456986,0.01383849,0.004050584,0.004590828,0.1212044,0.01061715],"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":[0.0000392525,0.00009375987,0.001703805,0.0004770005,0.00001303557,0.000241724,0.002044104,0.0007223169,0.0003572126,0.02242319,0.902074,0.06981056],"study_design_scores_gemma":[0.00003461354,0.00002359623,0.00502217,0.001485095,0.00003030377,0.0001780421,0.002826953,0.0003132214,0.0003471882,0.007226007,0.9824269,0.00008591109],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.006930836,0.01676475,0.04856345,0.3447958,0.01176637,0.00369899,0.0115146,0.003372446,0.5525927],"genre_scores_gemma":[0.1011631,0.02687452,0.2696877,0.09007164,0.002010722,0.005807026,0.01705192,0.002627824,0.4847055],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06474614,"threshold_uncertainty_score":0.4327305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08635407118653068,"score_gpt":0.4472434767937162,"score_spread":0.3608894056071855,"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."}}