{"id":"W4403473138","doi":"10.31584/jhsmr.20241097","title":"Comparative Analysis of Blink Rates During Printed and On-Screen Reading Across Varying Screen Sizes","year":2024,"lang":"en","type":"article","venue":"Journal of Health Science and Medical Research","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Reading (process); Psychology; Computer science; Linguistics","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02759652,0.00005167537,0.0003471212,0.001117238,0.001099403,0.0001225515,0.0005943736,0.0000763147,0.00006663925],"category_scores_gemma":[0.00511812,0.0000366959,0.00003785691,0.00357791,0.003717296,0.0002456411,0.0002383687,0.0008100345,0.00000155734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001425738,"about_ca_system_score_gemma":0.002232469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001582493,"about_ca_topic_score_gemma":0.0006278232,"domain_scores_codex":[0.9962562,0.0003858518,0.0004714821,0.0001763182,0.002259751,0.0004504099],"domain_scores_gemma":[0.9965776,0.001911823,0.0001466683,0.0001372682,0.0007114277,0.0005151985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003830541,0.000360645,0.06989431,0.0003534943,0.0006024599,0.00009721767,0.1614423,0.00001992018,0.005357082,0.06865752,0.0009463011,0.6918858],"study_design_scores_gemma":[0.002366334,0.002065163,0.7189115,0.004698574,0.0001209131,0.00007243981,0.1367684,0.07459424,0.006030617,0.002991341,0.05092971,0.0004508173],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638294,0.002328468,0.0001036045,0.03186903,0.00006211938,0.0001316682,0.000002588259,0.00001306493,0.001660067],"genre_scores_gemma":[0.9922873,0.007080345,0.0004185798,0.0001069073,0.00004602586,0.000001598413,3.682269e-7,0.000001819824,0.00005708026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6914349,"threshold_uncertainty_score":0.998994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2459341053287197,"score_gpt":0.5950257418990603,"score_spread":0.3490916365703406,"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."}}