{"id":"W4385222161","doi":"10.1007/978-3-031-28905-7_4","title":"Qualitative Risk Assessment Methods","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Risk analysis (engineering); Computer science; Qualitative analysis; Qualitative research; Risk assessment; Point (geometry); Management science; Knowledge management; Engineering; Business; Mathematics; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02321788,0.0003586435,0.001067209,0.0008090202,0.000252444,0.0002783073,0.001055012,0.000367357,0.01548334],"category_scores_gemma":[0.003147573,0.0002285763,0.000987492,0.0003439347,0.0001808389,0.0001605134,0.0003630508,0.0006566542,0.01248067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000793642,"about_ca_system_score_gemma":0.0001719343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001578489,"about_ca_topic_score_gemma":0.0002962719,"domain_scores_codex":[0.9934054,0.00139174,0.001368326,0.001018814,0.002561736,0.000253979],"domain_scores_gemma":[0.9808256,0.0160993,0.000931966,0.001290124,0.0006825172,0.0001704963],"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":[0.000005295409,0.000005291488,0.000009068232,0.000001289904,0.0002984228,0.000009917097,0.001387253,0.00005676068,9.346832e-7,0.5899944,0.04221582,0.3660155],"study_design_scores_gemma":[0.00005758669,0.00002808919,0.00008543053,0.000008285937,0.0001302289,4.074656e-7,0.002329392,0.0008607297,0.000002396958,0.6696536,0.3266297,0.0002141127],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.653315e-7,0.00009235424,0.2838401,0.001448774,0.0003770519,0.0001009395,0.0001040392,0.0000904016,0.7139455],"genre_scores_gemma":[0.00003336223,0.001792005,0.1432807,0.0001322537,0.000109778,0.000007415967,0.00002132489,0.0000385347,0.8545846],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3658014,"threshold_uncertainty_score":0.9882882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4344873226709478,"score_gpt":0.6231198394687864,"score_spread":0.1886325167978386,"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."}}