{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001632542,0.0002083498,0.000277396,0.00143375,0.0005647727,0.0007191882,0.0004232484,0.0004908827,0.001286466],"category_scores_gemma":[0.006004933,0.0003481906,0.0002997492,0.001167347,0.0003199052,0.0008268377,0.000724192,0.0007012927,0.0003063094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004419243,"about_ca_system_score_gemma":0.0004995072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005944684,"about_ca_topic_score_gemma":0.01383262,"domain_scores_codex":[0.9993221,0.0002769461,0.00006348582,0.00008951014,0.000150604,0.00009747251],"domain_scores_gemma":[0.995571,0.001529172,0.001480765,0.0003772986,0.0004534193,0.000588504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001579949,0.000811413,0.9943311,0.00000852761,0.00002881771,0.00005267764,0.0009388749,0.00007344529,0.0003370444,0.00005522317,0.00003515961,0.003169619],"study_design_scores_gemma":[0.000006177652,0.0003277317,0.9978113,0.000004146882,0.00001921539,0.0001229279,0.0005783907,0.0008449705,0.00009422045,0.0000299833,0.0001555783,0.000005297988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996661,0.000007122999,0.0001117307,0.000005916791,7.242822e-7,0.00002217907,0.00004318293,8.835635e-7,0.0001421228],"genre_scores_gemma":[0.9990428,0.00002143851,0.0004211931,0.00001142305,0.000003416691,0.00003396288,0.0001622796,0.000001671876,0.0003017768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005944684,"threshold_uncertainty_score":0.01182014,"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."}}