{"id":"W3141270904","doi":"10.1177/10790632211002858","title":"Understanding the Latent Structure of Dynamic Risk: Seeking Empirical Constraints on Theory Development Using the VRS-SO and the Theory of Dynamic Risk","year":2021,"lang":"en","type":"article","venue":"Sexual Abuse","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Dynamic factor; Empirical research; Contrast (vision); Psychology; Structural equation modeling; Econometrics; Sample (material); Cognitive psychology; Social psychology; Risk analysis (engineering); Computer science; Statistics; Artificial intelligence; Mathematics; Machine learning; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002610066,0.000423827,0.0005463504,0.0001353813,0.0008071605,0.0000736333,0.0005672642,0.0002197713,0.0002112497],"category_scores_gemma":[0.0002909185,0.000223379,0.0001312717,0.000479265,0.002634509,0.00006380749,0.0001675464,0.001021781,0.000006765047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002422989,"about_ca_system_score_gemma":0.0002034528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003241648,"about_ca_topic_score_gemma":0.0002908817,"domain_scores_codex":[0.9947302,0.002753055,0.0007959517,0.0006411214,0.0005210138,0.0005586245],"domain_scores_gemma":[0.9947141,0.00321538,0.0008476473,0.001042655,0.00009195492,0.00008823207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.007019245,0.000924145,0.05601277,0.0002548234,0.006505,0.0001224419,0.5865474,0.001532459,0.01196966,0.2090464,0.001422447,0.1186432],"study_design_scores_gemma":[0.01222689,0.0006505371,0.1933593,0.0007163489,0.001651178,0.0008481522,0.5390949,0.009213596,0.0005665473,0.2396829,0.0004744237,0.001515335],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708182,0.001315196,0.01668637,0.0002479503,0.009219859,0.0005576857,0.0001485052,0.00004094212,0.0009652883],"genre_scores_gemma":[0.9985769,0.00006339944,0.0006172038,0.0003840528,0.000136535,0.000007814575,0.00001524265,0.00006009185,0.0001387372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1373465,"threshold_uncertainty_score":0.9706959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05821392018803476,"score_gpt":0.3232806692325083,"score_spread":0.2650667490444735,"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."}}