{"id":"W4410616781","doi":"10.1080/01639625.2025.2510303","title":"Toward a Typology of Identity Theft Victimization: A Latent Class Analysis","year":2025,"lang":"en","type":"article","venue":"Deviant Behavior","topic":"Cybercrime and Law Enforcement Studies","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University; University of Guelph","funders":"","keywords":"Typology; Latent class model; Identity (music); Psychology; Class (philosophy); Criminology; Social psychology; Developmental psychology; Sociology; Computer science; Statistics; Mathematics; Artificial intelligence","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":[0.0001346164,0.00009466752,0.0002540741,0.0001897415,0.0000854085,0.00003637218,0.0004372881,0.00004667815,0.00008134342],"category_scores_gemma":[0.00001332604,0.00007407711,0.0001575704,0.001295905,0.0000416103,0.000216044,0.0003274504,0.00005799372,0.00001162865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003130507,"about_ca_system_score_gemma":0.00003179141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003257451,"about_ca_topic_score_gemma":0.0005497552,"domain_scores_codex":[0.9991397,0.00003895793,0.0002746811,0.0002305747,0.0001617347,0.0001543584],"domain_scores_gemma":[0.9994301,0.00002971614,0.00007569203,0.0003227222,0.000115134,0.00002666606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001659546,0.0004796766,0.5714525,0.0000512062,0.001157883,0.00005042752,0.001654152,0.0003129143,0.001095522,0.3995941,0.000890678,0.02324439],"study_design_scores_gemma":[0.0003395262,0.00005758572,0.9883705,0.00001749858,0.001268512,0.000002902578,0.00009735949,0.003834944,0.001844235,0.0003512184,0.003638409,0.0001773286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4064938,0.0005053729,0.5802842,0.001677064,0.0007059354,0.0004537942,0.0000166717,0.0001739989,0.009689072],"genre_scores_gemma":[0.9975502,0.00005509063,0.001529653,0.0002407774,0.000008108133,0.00003859894,0.000009287708,0.000001548796,0.0005667639],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5910563,"threshold_uncertainty_score":0.3020777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02843669655197828,"score_gpt":0.303008619107882,"score_spread":0.2745719225559037,"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."}}