{"id":"W2800972788","doi":"10.3390/mti2020019","title":"Who Is at Risk for Problematic Video Gaming? Risk Factors in Problematic Video Gaming in Clinically Referred Canadian Children and Adolescents","year":2018,"lang":"en","type":"article","venue":"Multimodal Technologies and Interaction","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Children's Health Foundation; London Community Foundation; Children's Health Research Institute","keywords":"Psychology; Video game; Shyness; Mental health; Aggression; Anxiety; Clinical psychology; Logistic regression; Developmental psychology; Psychiatry; Medicine; Multimedia","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009844996,0.0002868049,0.0004557942,0.0007289807,0.0006608784,0.0001303275,0.0003799496,0.0006958362,0.00001737113],"category_scores_gemma":[0.004036859,0.000263493,0.00006738173,0.000427913,0.0006616981,0.0005163635,0.000209465,0.0007336615,0.00001036937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007747682,"about_ca_system_score_gemma":0.00007808999,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1627671,"about_ca_topic_score_gemma":0.3448204,"domain_scores_codex":[0.9975759,0.0001554266,0.0007238009,0.0006021,0.0002060259,0.0007367402],"domain_scores_gemma":[0.9987377,0.000192202,0.0005274633,0.0003292405,0.00009358716,0.0001197946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009345265,0.00008783673,0.9449236,0.00007493696,0.00002348012,0.000001143091,0.003166747,0.000003239625,0.0001506425,0.00001996012,0.0002874395,0.05116751],"study_design_scores_gemma":[0.001536917,0.0004018539,0.9786737,0.001406788,0.00003586041,0.000004041962,0.008062835,0.004676704,0.0009613265,0.003647602,0.000227802,0.0003645558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958475,0.000072891,0.00007889383,0.001411755,0.0001889781,0.001917686,0.0000479377,0.0003259218,0.0001084154],"genre_scores_gemma":[0.997188,0.0008536678,0.00167865,0.00006979987,0.00002760293,0.00008391841,0.000007965458,0.00002657387,0.00006379752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1820534,"threshold_uncertainty_score":0.9999817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02182180108839564,"score_gpt":0.3231914092765281,"score_spread":0.3013696081881325,"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."}}