{"id":"W4309494926","doi":"10.1371/journal.pone.0277972","title":"Experiencing a significant win and its sociodemographic and motivational predictors: A comparative analysis of pure-chance gamblers from Poland and France","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Ministerstwo Zdrowia","keywords":"Psychology; Logistic regression; Social psychology; Value (mathematics); Debt; Demography; Demographic economics; Economics; Medicine; Sociology","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":[0.0005565441,0.000206794,0.0003865484,0.00181531,0.0006531591,0.0006759536,0.0002092489,0.0003623995,0.001306153],"category_scores_gemma":[0.0009651138,0.0001906755,0.0003202033,0.0006663247,0.0004629128,0.0005037054,0.0007457113,0.0003764668,0.0001680748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004398119,"about_ca_system_score_gemma":0.0003294396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01773777,"about_ca_topic_score_gemma":0.03454806,"domain_scores_codex":[0.9997596,0.00005143504,0.00002271964,0.00004294313,0.00005660191,0.00006663277],"domain_scores_gemma":[0.9995922,0.00006944405,0.0001235727,0.0000167219,0.00004732342,0.0001506717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009237514,0.000135461,0.9901962,0.00002590971,0.00003343026,0.0003505028,0.005636095,0.00002612166,0.0003856294,0.00006781074,0.00008471082,0.002965667],"study_design_scores_gemma":[0.000002376856,0.0001261979,0.989207,0.00001142054,0.00001008367,0.0003712088,0.009917739,0.00005906469,0.00002463321,0.00001448272,0.0002504665,0.000005205061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999821,0.00003322129,0.00001160072,0.000008975829,7.93953e-7,0.000003262495,0.00002053444,3.295808e-7,0.0001002953],"genre_scores_gemma":[0.9996818,0.00006756499,0.00003057755,0.00001396056,0.00000153831,0.000006137514,0.00006513819,8.031502e-7,0.0001325429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01773777,"threshold_uncertainty_score":0.03526908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1230328538485298,"score_gpt":0.3273499640245431,"score_spread":0.2043171101760133,"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."}}