{"id":"W4413674553","doi":"10.64628/aam.f4d96ug5c","title":"Five tips to manage screen time this summer","year":2018,"lang":"en","type":"preprint","venue":"","topic":"ICT Impact and Policies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Business","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01025118,0.001197975,0.0009455858,0.002416677,0.004467777,0.01032248,0.0037954,0.003808724,0.06940406],"category_scores_gemma":[0.08817279,0.001073568,0.0005872147,0.001814097,0.001718886,0.0121156,0.006050223,0.009092171,0.02490711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004172719,"about_ca_system_score_gemma":0.009179818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009287531,"about_ca_topic_score_gemma":0.01890811,"domain_scores_codex":[0.9884328,0.003197131,0.000767122,0.0008994401,0.004645388,0.002058186],"domain_scores_gemma":[0.9271974,0.01330229,0.003247197,0.00850582,0.02468869,0.02305867],"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":[0.0003655701,0.0005384768,0.003014525,0.0001431996,0.0000248269,0.0001061276,0.001585047,0.00112653,0.00129312,0.01739031,0.6357058,0.3387065],"study_design_scores_gemma":[0.0002261927,0.000327664,0.01082644,0.0007851358,0.000069989,0.0003028753,0.007652564,0.009275473,0.004081161,0.08880844,0.8774204,0.0002235964],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03252402,0.003826707,0.2316397,0.3991832,0.02634436,0.0009964433,0.001447424,0.04431329,0.2597249],"genre_scores_gemma":[0.420904,0.002959901,0.2739596,0.04825119,0.008643931,0.001578195,0.002098334,0.01710762,0.2244973],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06940406,"threshold_uncertainty_score":0.2321797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754516030588848,"score_gpt":0.253928051993163,"score_spread":0.2363828916872746,"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."}}