{"id":"W4412904851","doi":"10.1088/1755-1315/1523/1/012023","title":"Twenty years of highly retrogressive landslide prevention projects in Quebec: assessment and outlook","year":2025,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère des Transports","funders":"","keywords":"Landslide; Environmental planning; Archaeology; Geology; Geography; Geotechnical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002942878,0.000129789,0.0001794371,0.00008497972,0.000134776,0.00007552568,0.000173846,0.00007004824,0.0001916001],"category_scores_gemma":[0.00001384573,0.000110992,0.00002310919,0.0002794886,0.001479973,0.000605167,0.0003688071,0.0001378627,0.000005739214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009219946,"about_ca_system_score_gemma":0.00007490497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001738061,"about_ca_topic_score_gemma":0.00269767,"domain_scores_codex":[0.9987094,0.00003949151,0.0002242907,0.000415123,0.0003202712,0.0002914166],"domain_scores_gemma":[0.9996152,0.00001898826,0.00009275541,0.0001703441,0.000003394688,0.00009931847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001021014,0.0001648817,0.6682097,0.00003605203,0.00001464546,0.00002297493,0.001612071,0.0001162108,0.1092692,0.001448924,0.00003747877,0.2189657],"study_design_scores_gemma":[0.000495854,0.0001707974,0.9803719,0.00008744332,0.00001144711,0.000006467533,0.001053167,0.0003492855,0.01561893,0.0003416183,0.001350034,0.0001430554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946612,0.0001024265,0.00003675264,0.0001655648,0.00007189947,0.0002479766,0.000009447464,0.00001047175,0.004694253],"genre_scores_gemma":[0.9961459,0.0005869521,0.0008003357,0.00003913209,0.000004578357,0.00001190015,0.000006483433,0.000003724186,0.002400975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3121622,"threshold_uncertainty_score":0.5453023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007244120113525579,"score_gpt":0.2338562763436081,"score_spread":0.2266121562300825,"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."}}