{"id":"W7101451184","doi":"10.1093/eurpub/ckaf161.1809","title":"The Screen Effect: How Technology is Shaping Our Health","year":2025,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Physical Activity and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; Université Laval; Institut National de Santé Publique du Québec","funders":"","keywords":"Screen time; Mental health; Association (psychology); Leisure time; Physical activity; Psychological intervention","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":[],"consensus_categories":[],"category_scores_codex":[0.005911218,0.0003312878,0.0004492208,0.001621294,0.002653837,0.007778898,0.0009560725,0.001499233,0.01912463],"category_scores_gemma":[0.01918519,0.0002860855,0.0005410523,0.001353788,0.005461393,0.004002891,0.003220994,0.002219213,0.001995325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005748652,"about_ca_system_score_gemma":0.004906693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.174755,"about_ca_topic_score_gemma":0.1548565,"domain_scores_codex":[0.995795,0.002053037,0.0000850093,0.0004394952,0.000938639,0.000688866],"domain_scores_gemma":[0.9862986,0.007876783,0.0009463865,0.0008251512,0.002668493,0.001384504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005230475,0.0003052594,0.3841864,0.0008068027,0.0004635668,0.000901657,0.03198586,0.001305272,0.001910915,0.1312153,0.1052902,0.3411056],"study_design_scores_gemma":[0.00008641902,0.0004102465,0.4103162,0.002602125,0.0004560353,0.000705885,0.03383467,0.002359463,0.001354557,0.08140907,0.4662029,0.0002624393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3391941,0.02481844,0.01581363,0.279301,0.002366126,0.0001661555,0.003569879,0.0004504947,0.3343201],"genre_scores_gemma":[0.9632275,0.0046128,0.001470781,0.01636458,0.000596525,0.00005387414,0.0002899754,0.0001532972,0.01323072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.174755,"threshold_uncertainty_score":0.3474757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023649390831047,"score_gpt":0.377435473942794,"score_spread":0.2750705348596893,"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."}}