{"id":"W7133831259","doi":"10.5281/zenodo.18880280","title":"Ottawa Transitway Rock Slope Risk Assessment","year":2017,"lang":"en","type":"article","venue":"Open MIND","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Rockfall; Risk assessment; Work (physics); Point (geometry); Slope failure; Rock mechanics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000589402,0.0006906715,0.0004065311,0.003731339,0.002392744,0.00244731,0.001428015,0.0005036698,0.007859231],"category_scores_gemma":[0.001994444,0.0003962409,0.000902702,0.003489279,0.0005309701,0.0005936702,0.001342211,0.0006299594,0.001006896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02389907,"about_ca_system_score_gemma":0.02641203,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9716612,"about_ca_topic_score_gemma":0.989479,"domain_scores_codex":[0.9986134,0.00009269582,0.00006373557,0.000120478,0.0008796353,0.0002301897],"domain_scores_gemma":[0.9977397,0.00013162,0.0001660361,0.00006820278,0.00172397,0.0001705789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007656804,0.0003154555,0.6488706,0.0006094217,0.0006433757,0.002127805,0.003528673,0.09341264,0.006082257,0.01300621,0.06371303,0.1669248],"study_design_scores_gemma":[0.00005634046,0.0004061994,0.7978317,0.0003085035,0.0004860524,0.0007410374,0.01229122,0.06789969,0.004200265,0.002579132,0.1128344,0.0003654668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7845341,0.0009661051,0.008852971,0.001079095,0.0000661283,0.00138507,0.04855638,0.0004250062,0.1541352],"genre_scores_gemma":[0.9090132,0.001137806,0.01087073,0.0001075349,0.00001069378,0.000279436,0.01445216,0.00006409529,0.06406431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02833885,"threshold_uncertainty_score":0.1734007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747792021695638,"score_gpt":0.2930244468090425,"score_spread":0.2755465265920861,"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."}}