{"id":"W4280540389","doi":"10.1007/s10899-022-10115-9","title":"The relationship between structural characteristics and gambling behaviour: An online gambling player tracking study","year":2022,"lang":"en","type":"article","venue":"Journal of Gambling Studies","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Session (web analytics); Psychology; Variance (accounting); Event (particle physics); Association (psychology); Sample (material); Social psychology; Applied psychology; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002351742,0.0003647848,0.0007288099,0.0004580951,0.002715487,0.0002279827,0.0004443251,0.00007810946,0.00002704499],"category_scores_gemma":[0.0006328892,0.0002687147,0.0001826416,0.000443105,0.0001522836,0.0003375991,0.0002627433,0.001351461,0.000002199111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000203609,"about_ca_system_score_gemma":0.0000616023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004709714,"about_ca_topic_score_gemma":0.00004850215,"domain_scores_codex":[0.9962182,0.00066357,0.001349263,0.0003990271,0.0008435633,0.000526379],"domain_scores_gemma":[0.9959306,0.001847335,0.001192118,0.0004061215,0.0004581528,0.0001656491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002203598,0.0004408759,0.9721013,0.000008538683,0.0006203332,0.0002465,0.01737575,0.00004933183,0.00002887996,0.00008897708,0.00004108122,0.008778095],"study_design_scores_gemma":[0.002026014,0.001567334,0.9354548,0.00004615422,0.0008831563,0.0002985032,0.05908485,0.00001497426,0.000005845993,0.0002825762,0.00009266989,0.0002431537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934202,0.003538569,0.0000229459,0.0003052099,0.002230893,0.0003545057,0.00006825063,0.0000476593,0.00001170048],"genre_scores_gemma":[0.9985221,0.0000728796,0.0003081837,0.00003825116,0.0007645081,0.00002747407,0.0000203137,0.00006285954,0.000183401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0417091,"threshold_uncertainty_score":0.9999765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3888703997225963,"score_gpt":0.491370359083762,"score_spread":0.1024999593611657,"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."}}