{"id":"W4411164361","doi":"10.1007/s10899-025-10402-1","title":"General Practitioners’ Management of Individuals with Gambling Disorder: A Systematic Review of Practices, Knowledge, Attitudes and Beliefs","year":2025,"lang":"en","type":"review","venue":"Journal of Gambling Studies","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke; Douglas College; McGill University; Douglas Mental Health University Institute","funders":"Fonds de Recherche du Québec-Société et Culture","keywords":"Psychology; Clinical psychology; Applied psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005982394,0.0005479993,0.004220132,0.005025406,0.0004131491,0.001628595,0.001117792,0.001368474,0.002143249],"category_scores_gemma":[0.02869696,0.0006698632,0.005129084,0.004956466,0.0005767774,0.001526245,0.001287797,0.001386735,0.0001044309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002156287,"about_ca_system_score_gemma":0.006221976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01531802,"about_ca_topic_score_gemma":0.06713571,"domain_scores_codex":[0.9943522,0.001862159,0.002237928,0.0004457949,0.0009526181,0.0001491608],"domain_scores_gemma":[0.9841412,0.01125258,0.003265416,0.0001500765,0.0009359,0.0002548542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005414424,0.00007171028,0.005942506,0.8300606,0.01843527,0.0001100225,0.0006887907,0.0001295207,0.0002052522,0.000173467,0.002273887,0.1413675],"study_design_scores_gemma":[0.001018969,0.0004419746,0.03357611,0.8509058,0.09066955,0.0005632014,0.001125089,0.0001619669,0.0001374641,0.0003295225,0.02098734,0.00008299975],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002517463,0.9967109,0.00006558825,0.0002338468,0.00004815432,0.00008212021,0.0001953658,0.000002988691,0.0001436275],"genre_scores_gemma":[0.0343225,0.9637689,0.0008305643,0.0006990872,0.00004610201,0.0001286282,0.000147057,0.000002742687,0.0000543458],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01531802,"threshold_uncertainty_score":0.03163832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1786130441275944,"score_gpt":0.515428598368961,"score_spread":0.3368155542413667,"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."}}