{"id":"W4315778106","doi":"10.51224/srxiv.240","title":"Prevention versus Risk Reduction or Mitigation","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Reduction (mathematics); Business; Risk analysis (engineering); Environmental science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003346829,0.0008976553,0.001098018,0.001085094,0.0006680829,0.00282727,0.000651814,0.003029779,0.02424787],"category_scores_gemma":[0.01405745,0.0003508275,0.0005618462,0.001545444,0.002066612,0.004604905,0.0009490349,0.002081358,0.002166958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009761666,"about_ca_system_score_gemma":0.0008518971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001296139,"about_ca_topic_score_gemma":0.001262046,"domain_scores_codex":[0.9973841,0.001335774,0.0001078349,0.0003589382,0.0006520845,0.0001612307],"domain_scores_gemma":[0.9956679,0.003448452,0.0002426626,0.0003325007,0.0002408915,0.00006752114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000142658,0.0000520274,0.0004031468,0.0005344929,0.00006685078,0.0000587563,0.0001627412,0.00357683,0.0005952214,0.9123244,0.02151307,0.06056978],"study_design_scores_gemma":[0.00003028627,0.0000345824,0.0003170732,0.0001508007,0.00005658371,0.0001028195,0.0001344992,0.008947736,0.0008785925,0.960268,0.0290677,0.00001147835],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05233577,0.0237462,0.3579105,0.06489743,0.01319824,0.0002720525,0.002039765,0.000785992,0.484814],"genre_scores_gemma":[0.7638901,0.01358385,0.09350954,0.00744387,0.006953689,0.0003957591,0.0007282477,0.0008313741,0.1126637],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02424787,"threshold_uncertainty_score":0.08111727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05357099378556594,"score_gpt":0.3436226595064738,"score_spread":0.2900516657209078,"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."}}