{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003858336,0.0001272009,0.0001417122,0.0002697235,0.0007449981,0.00007189865,0.0002701634,0.0001529125,0.0003398625],"category_scores_gemma":[0.004656519,0.000127122,0.00006846609,0.0003275897,0.000114071,0.0009737171,0.00003020767,0.000157058,0.0001947758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001533023,"about_ca_system_score_gemma":0.0009781349,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3876155,"about_ca_topic_score_gemma":0.5746881,"domain_scores_codex":[0.997856,0.0002738237,0.0003282727,0.0002306412,0.0003732337,0.0009380151],"domain_scores_gemma":[0.9977626,0.0004240498,0.0001558335,0.0001466157,0.0009590071,0.0005518969],"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":[0.0000360147,0.0005090518,0.3452008,0.0000440916,0.00002471314,0.000002500733,0.08859577,0.000008493173,0.0000611807,0.01623778,0.5370517,0.01222792],"study_design_scores_gemma":[0.0001571902,0.00001746462,0.01711573,0.00006057136,0.00001200335,0.000002157487,0.03319057,0.000008351349,0.000008623393,0.0001004254,0.9491587,0.0001682226],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.524575,0.004882521,0.0000874867,0.3149338,0.03216109,0.002278333,0.0005016362,0.000178202,0.120402],"genre_scores_gemma":[0.8756981,0.0002645846,0.01572591,0.01422133,0.008171604,0.0004232809,0.0001022446,0.00005809137,0.08533487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.412107,"threshold_uncertainty_score":0.6164625,"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."}}