{"id":"W3156897646","doi":"10.4309/jgi.2021.47.15","title":"Challenges in the Measurement of Gambling Product Risk: A Critical Review of the ASTERIG Assessment Tool","year":2021,"lang":"en","type":"review","venue":"Journal of Gambling Issues","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Harm; Reliability (semiconductor); Psychology; Product (mathematics); Scale (ratio); Computer science; Risk analysis (engineering); Social psychology; Business; Mathematics; Geography; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009728577,0.0005273344,0.003254149,0.0003676298,0.00008193336,0.00005224832,0.001120241,0.0002255809,0.0001630863],"category_scores_gemma":[0.001829218,0.0002723959,0.001523462,0.0006840297,0.0001410343,0.0001036323,0.000139261,0.001452041,0.000005937609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002037527,"about_ca_system_score_gemma":0.0005964504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003663681,"about_ca_topic_score_gemma":0.00001485814,"domain_scores_codex":[0.9912358,0.002940965,0.00294324,0.0004753342,0.001999112,0.00040558],"domain_scores_gemma":[0.9937737,0.0006750518,0.002928348,0.001297545,0.001259993,0.00006538603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002650519,0.002058291,0.0005602675,0.06033775,0.001121515,0.0002180846,0.001785816,0.000001561385,0.000004688021,0.0004786645,0.0006826679,0.9327242],"study_design_scores_gemma":[0.0006404274,0.0005177215,0.002799071,0.4080937,0.006545324,0.0006964991,0.0009491936,3.790452e-7,0.00001921988,0.00007052018,0.5793288,0.0003390964],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003829554,0.99511,0.000008989842,0.001018137,0.001644168,0.0009195345,0.00002071234,0.000006180625,0.0008892994],"genre_scores_gemma":[0.00472675,0.9939016,0.0007357525,0.00003571099,0.0004304503,0.00006843582,0.000004011873,0.00005586496,0.00004149945],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9323851,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7057173261215441,"score_gpt":0.565559740122967,"score_spread":0.1401575859985772,"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."}}