{"id":"W6889700941","doi":"10.26069/greynet-2021-000.469-gg","title":"Grey Literature is a Necessary Facet in a Critical Approach to Gambling Research","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Grey literature; Scopus; Harm; Addiction; Facet (psychology); Systematic review; Public health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.1984566,0.001744954,0.006426337,0.02437106,0.0138071,0.02609346,0.00624784,0.01325112,0.006124897],"category_scores_gemma":[0.3044235,0.0017189,0.002934236,0.0170234,0.06129319,0.04337987,0.02022952,0.02956589,0.002004594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01433008,"about_ca_system_score_gemma":0.04900771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004839458,"about_ca_topic_score_gemma":0.007232092,"domain_scores_codex":[0.7834814,0.1660086,0.01599447,0.007499031,0.02399928,0.003017303],"domain_scores_gemma":[0.3691292,0.5659811,0.01033851,0.01584394,0.03385758,0.004849717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007735139,0.00007105002,0.0007297501,0.01040072,0.0003028476,0.001379963,0.1156731,0.0004842883,0.0004960453,0.7270152,0.07909893,0.06427074],"study_design_scores_gemma":[0.00003507234,0.00003496161,0.0002693901,0.01702301,0.00008012299,0.0003705045,0.03326829,0.0002691721,0.0001186096,0.7357698,0.2127021,0.00005893577],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003075746,0.1203544,0.07015301,0.7653161,0.01726882,0.001433386,0.0002753526,0.0002105764,0.02191262],"genre_scores_gemma":[0.2732356,0.168345,0.2510465,0.2528476,0.03756658,0.0064161,0.0005586437,0.0006579999,0.009325882],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9739065,"threshold_uncertainty_score":0.9884457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5271521094518242,"score_gpt":0.5448905303766602,"score_spread":0.01773842092483602,"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."}}