{"id":"W6923574137","doi":"10.14288/1.0447867","title":"All in! The development and resolution of gambling problems","year":2025,"lang":"en","type":"other","venue":"Open Collections","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Addiction; Psychological intervention; Substance use; Set (abstract data type); Center (category theory); Psychological science; Public health; Research center","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060563,0.0001425061,0.0002243817,0.0004110928,0.0004323446,0.0003102658,0.0003639702,0.0001332249,0.0005228298],"category_scores_gemma":[0.00006623716,0.0001163375,0.00002153351,0.001717816,0.00004655562,0.00004262988,0.0002021877,0.0001850785,0.00002932018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001569714,"about_ca_system_score_gemma":0.0006105596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02713424,"about_ca_topic_score_gemma":0.1505811,"domain_scores_codex":[0.9990106,0.0001428168,0.0002658105,0.0002549598,0.0001687921,0.000156985],"domain_scores_gemma":[0.9994452,0.00006566254,0.0001734876,0.000251804,0.00004458666,0.00001927881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009008945,0.00009271316,0.00002085468,0.00004827183,0.00007679703,5.570612e-7,0.0005267172,0.00004265983,0.00001016206,0.0001600392,0.9988672,0.0001450277],"study_design_scores_gemma":[0.0004079806,0.00001516799,0.0001578635,0.0005617038,0.00003867698,0.000003323061,0.0002473618,0.00005799543,0.00002018407,0.0003008137,0.9980659,0.0001230195],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000393748,0.0002832755,0.0001343113,0.00006357242,0.00009215478,0.001824189,0.00007844745,0.00003664747,0.9974835],"genre_scores_gemma":[0.00008546805,0.0000558067,0.004478711,0.00003088606,0.00002190409,0.0005430612,0.00003752059,0.0001328269,0.9946138],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1234469,"threshold_uncertainty_score":0.9793442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.095170551922031,"score_gpt":0.3348314314142416,"score_spread":0.2396608794922106,"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."}}