{"id":"W2773962378","doi":"10.1007/s10899-017-9734-y","title":"A Latent Class Analysis of Gambling Activity Patterns in a Canadian University Sample of Emerging Adults: Socio-demographic, Motivational, and Mental Health Correlates","year":2017,"lang":"en","type":"article","venue":"Journal of Gambling Studies","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Carleton University","funders":"","keywords":"Psychology; Latent class model; Mental health; Sample (material); Clinical psychology; Developmental psychology; Psychiatry","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":[0.0007060601,0.0001511833,0.0007263596,0.001425082,0.0003864997,0.00001766652,0.0001734117,0.00007139252,0.00001614592],"category_scores_gemma":[0.0001533658,0.0001402913,0.0002347053,0.0003694854,0.0001565112,0.0001873714,0.00006447738,0.0002273729,1.698262e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002682407,"about_ca_system_score_gemma":0.0001320002,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.136141,"about_ca_topic_score_gemma":0.156866,"domain_scores_codex":[0.9986565,0.0001188287,0.0004889567,0.0001906711,0.0002526536,0.0002923824],"domain_scores_gemma":[0.9978932,0.0002267918,0.001270485,0.0001956221,0.0002961633,0.0001177964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001807241,0.0002316773,0.983476,0.00004374451,0.003008865,0.00002924979,0.01089961,0.0001136642,0.00003321741,0.00005743388,0.00004298188,0.00188283],"study_design_scores_gemma":[0.001716839,0.0002234718,0.987393,0.0003320804,0.0004882896,0.000005726795,0.009496998,0.0001822619,0.00001402333,0.00003110244,0.00002660422,0.00008957455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968905,0.001114121,0.00004505039,0.001399767,0.0002430357,0.0001069387,0.0001802428,0.000003735449,0.00001654093],"genre_scores_gemma":[0.9981115,0.001646447,0.0001715682,0.0000179977,0.00001774802,7.378641e-7,0.000006988207,0.00000893638,0.00001801463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02072508,"threshold_uncertainty_score":0.8696116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09769103202331722,"score_gpt":0.4050956912780704,"score_spread":0.3074046592547531,"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."}}